{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set tf 1.x for colab\n",
    "%tensorflow_version 1.x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read about ill-conditioning: http://cnl.salk.edu/~schraudo/teach/NNcourse/precond.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We're using TF 1.3.0\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import sys\n",
    "sys.path.append(\"../..\")\n",
    "from keras_utils import reset_tf_session\n",
    "s = reset_tf_session()\n",
    "print(\"We're using TF\", tf.__version__)\n",
    "from matplotlib import animation, rc\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib_utils\n",
    "from IPython.display import HTML, display_html\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_gd(x_scale, lr, steps):\n",
    "    y_guess = tf.Variable([1.5, 1.5], dtype='float32')\n",
    "    y_true = tf.constant([0.2, 0.2], dtype='float32')\n",
    "\n",
    "    # x is x_scale times more important in loss (creates valleys)\n",
    "    loss = tf.reduce_mean((tf.multiply(y_guess, tf.constant([x_scale, 1.])) - y_true)**2)\n",
    "\n",
    "    step = tf.train.GradientDescentOptimizer(lr).minimize(loss, var_list=y_guess)\n",
    "    \n",
    "    # nice figure settings\n",
    "    fig, ax = plt.subplots(figsize=(5, 5))\n",
    "    y_true_value = s.run(y_true)\n",
    "    level_x = np.arange(-2, 2, 0.05)\n",
    "    level_y = np.arange(-2, 2, 0.05)\n",
    "    X, Y = np.meshgrid(level_x, level_y)\n",
    "    Z = (X * x_scale - y_true_value[0])**2 + (Y - y_true_value[1])**2\n",
    "    ax.set_xlim(-2, 2)\n",
    "    ax.set_ylim(-2, 2)\n",
    "    s.run(tf.global_variables_initializer())\n",
    "    ax.scatter(*s.run(y_true), c='red')\n",
    "    contour = ax.contour(X, Y, Z, 10)\n",
    "    ax.clabel(contour, inline=1, fontsize=10)\n",
    "    line, = ax.plot([], [], lw=2)\n",
    "\n",
    "    # start animation with empty trajectory\n",
    "    def init():\n",
    "        line.set_data([], [])\n",
    "        return (line,)\n",
    "\n",
    "    trajectory = [s.run(y_guess)]\n",
    "\n",
    "    # one animation step (make one GD step)\n",
    "    def animate(i):\n",
    "        s.run(step)\n",
    "        trajectory.append(s.run(y_guess))\n",
    "        line.set_data(*zip(*trajectory))\n",
    "        return (line,)\n",
    "\n",
    "    anim = animation.FuncAnimation(fig, animate, init_func=init,\n",
    "                                   frames=steps, interval=20, blit=True)\n",
    "\n",
    "    anim.save(None, writer=matplotlib_utils.SimpleMovieWriter(0.0001))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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Ea9AorNYjEJ35397/zK9nT/AJV9y/yPDvEP/BNH9gbxLL9ouv2T/BlnKDlZdE0pdOdT6q1qYyv4Vlt/wTl%2BHXhzn4MfHv4weAQvMVtoHxJvLm1U9s2%2Bom5jI9tvTjivoWitVj8clb2ja83dfdLmIeHoP7K/L8rHzwfhf/wUf%2BGX73wF%2B014J%2BI9qvTTfiN4QOmXO0dheaY2wsem5rY%2B%2Bc5prftxfEf4V/u/2s/2QPGnhC1T/XeKPCYXxNoyKOskklmv2mBf%2BuluMdz0z9E0VX1uE/4tOL817r/8l0%2B%2BIeylH4JNeuq/HX8Tkfg/8fPgp8f/AA//AMJR8FfilofiayUDzZNI1BJWgJ6LKgO%2BJv8AZcA%2B1ddXkHxi/YX/AGcPjLr/APwnl74Ol8N%2BL0ybbxz4JvX0nWIXP8X2m3KmX/dlDr/s1xr3X7ev7Lf72/jh%2BPnguD78lrBDpni2xiHfYNtrqW1R0HkSsT0Y0fV8PX/gzs/5ZWT%2BUvhfz5WL2lSHxrTutfw3/M%2Bka4L45/s0/B79ojTba2%2BJHhktf6c/maL4h024a11PSpeoktrqIiSJgcHAO04G4EcVF8A/2pfgl%2B0np11P8LvFwl1DTH8vXPDupWz2eqaTL0Md1aTBZYSDkZK7SQdpI5r0KsGq%2BFq2d4yXyf8AX4PzRU4UcTS5ZJSi/mv6/FeTPnBvib%2B0b%2Bxp/o3x/F58SfhtBxH8RdI0/Os6JEO%2BqWkQ/wBJiUdbqAbgFLPHzmvoTw/r%2BjeKtBsvFHhzUob3T9StI7qwvLd90c8Mih0kU9wykEH0NWyARgjIPUVjePLrxRpHgTVbzwBbaY2rW2nSvpcOrzNFaGVUJRZWXlEyMEjoKdSpGu17qUurWify2T7208jKjRnhlL33KFtE9WvJPdrsnqu7Rs14P4/%2BA/j34H%2BLL746fsi2MJlvZjc%2BMPhpLMIbDXz/ABT2x%2B7aX2B98DZKQA4z8xyP2VPjD8WfjRqV18cvFnxJksPAul6dJbXel6npNpaJLe%2BXC8swZS7LBDtYrL5zLKJiR8oUn3nwZ498E/EXSX13wD4t07WrKO5e3kutMvEnjWVDhkLISAwyOPQg9CKudOrhJuL17729H5/0jknHC5tQjLWL1cJXSkv70fLo0001dSTRjfBP44eAvj74LXxn4EvZsRztbappl9CYbzS7tOJLW5hPzRSoeCp68EEggnpNd0LRvE%2BjXXh3xFpVvfWF9A0F5Z3UQeOaNhhkZTwQQeleRfHL4E%2BM9D8Zv%2B0v%2BzKtva%2BOIIFTXtBmk8qy8X2adLa47JcKM%2BTc9VPytlD8vb/A343%2BDPj74GTxp4QNxA8U72msaRfxeVeaVex8S2lxGeY5UPBHQjDAkEE5zpx5eeG35ev6Pr6hhsVUlUeDxiXtLOzt7tSOzaTvrr78HflvdXg01wXiPStN0L9vf4TaJo1jFa2dn8EfHMFrbQIFSKNNV8HqqKBwAAAAPQV7dXjPjj/lIX8L/wDsjPjz/wBO3hCvZqxPUSUUktkFFFFAwooooAKKKKACiqPibQoPFPhvUPDNzqF9aR6jYy2sl3pl69tcwrIhQvFNGQ8UgByrqQykAggivAv2Cz4t1X9iK/0Sbx5rmp6hY%2BL/AB7o%2Bl654m8R3V/epDaeJ9XtLTzb25kknkMUMMKCR3ZgsY54oA%2Bi68S/aw0vTtV%2BNf7NsWpWcc6w/G27miWVchZE8F%2BKGRseoIBB7EA9q4f/AIJvjxx8LbjXv2Tfjha6xP8AEfwb4P8ADWqeKteuPjHrPjOy1hb1L23S6hm1YJLYyvPpt28lqsSIA8TK0gOV3v2mPGniSb9rr9nnwJJ8I/EMOlw/FS9uY/Gklzpx0yeX/hC/Ew%2Byqi3ZvBLhictbLFhD%2B8ztBTSasxNKSsz2L4sxeKtV%2BHeu6R8O9WNvrp09vsjW8iCZGP8AdLZCOwDBWIIDEHBxXivhqKw8XfF3SNL8P/EjxK1zc21yXNwXTWvDpjPmGKcyQsk1qZC0YE4yGYBWcHC6fj/w38ZPAXj3X73w5FrZ0jX3utTg1jwlZQ3N7JfiCFLe0u1nDt5KrFIqMmE%2BdVbYBz7P4LtfEMPh21n8XXBfVJ4Elv4wyFIJSi74oyqgFAwOD1PXPNM%2BYlSlm%2BPtOMoOm9b3s0pO3K046yVtdbrVOLjqeB/Buj/D7wjp/gvQDObTTrZYYXuZjJI%2BOrOx%2B8xJJJ9ScAdK81/aQ%2BNPjDTdb079nj4CeRP8RPFFu0sNzNH5kHh3Tg22XVLlfRT8sSH/AFkmByAwrpv2hvjhpPwD%2BHUvi640uXVNVu7mPT/DOgWp/f6vqUx2wWsfuzcs38KKzdqyf2ZfgXqvwq0TUPGnxJ1SLVviB4vuFvvGetRj5DLjEdpBnlbaBT5ca%2BxbgsRW9OMYR9pL5Lu/8l177dzvxMpVJxy7CvlslzSX2IbJLtOSVo/yxTn/AC33vgZ8EPB3wB8BReB/CPn3DvM91q%2Br30nmXeq3shzNd3Eh5eV25JPQYUYAAHY1yPxU%2BMvhn4U/2fZ6tpmtajfaqZvsWn%2BH9Hlvbho4U3yylIwcIgK5J6l1UAswB%2BavhX4j17wtbaLq3gFPGOseJX1yCG61CzOoX2k%2BLoHu4ormed5TKmnXCxOZXWQoEMZ2krkLpTw9SvF1JP8A4O/n5f0lps8RhsvUMPSiuWKtZdFpZWs7vW%2B%2But3d6%2B6ftI%2BBfjx8VLfSfhp8K/GsHhTw/qkko8aeKbSdv7Wt7RQuLewXaVSWbLKZ2OYlUlVLFcdb8KPhN8PPgh4DsPhp8LvDFvpGjadHtt7S3B5J5aR2OWkkY5ZnYlmJJJJroqKxdWbpKn0X4vu%2B/ZdunW/ZHD0413W3k9Nei7Lsur7vduySK4X4/ftH/Cf9mrwjH4s%2BKOvvC15cC20bR7C3a41DV7puEtrS2TLzysSBtUYGcsVGSOW/aS/asPwr17T/AIK/B7wj/wAJp8U/EMBk0Pwlbz7IrSDO1tQ1CUZFrZoerH5pG%2BSMEkla/wCz3%2ByIvgTxbJ8ffj34sHjv4rahAY7rxNdQ7bXR4Wzmx0u3ORaW65IJH7yXJZ2O7aN6eHp04KrX0T2S3l/lH%2B8/%2B3U3qnKpKUuSnv1fRf5vy%2B%2Bxx0fwc/aT/bW/4m37T2oX/wAN/hxcc2vwp8O6ns1TVoT0/ti%2BiIMasOtpbsBhsPIxUivoL4ffDrwF8KPCVn4C%2BGfg7TdB0Wwj2WemaVaJBDEO%2BFUAZPUnqTySTW1RWdbE1KyUNoraK2X%2Bb83d%2BmxUKUYO%2B77vf%2BvJaBRQSAMk18%2BfEj/goz8INK8YXXwk/Z78Ma78ZPHVq2y58OfDqBLmDT5DkD7dqDstpZLuGD5km8f3D0qaOHrYiVqcb237L1bskvVo1UXLY%2Bg6zvFPi/wn4G0aTxF418Uado%2Bnw/66%2B1S9jt4Y/q8hCj8TXzqnw0/4KTftDf6R8Vfjd4d%2BCOgT9fDfw0s01fXDGeqS6rep5ELj1gtj7PWr4U/4JbfsaaXrEXi74kfD29%2BJviBOX8Q/FfW7jxFcOfXZeO8Ef0jjQDjjgV0fV8LS/i1bvtBc3/kztH7rlcsVu/uDxH/wVX/YF0PVpPD2jftCWPirUo%2BBp/gLTLzxBKzeg/s6GZRz6kD3qkP%2BCj/9rfN4H/YS/aM1xG/1U6/DQafG/oQdRuLc498V9CeG/CvhjwbpMeg%2BEPDlhpVjCMRWWm2aQRIPZEAA/AVfpe1wEfhpN%2Bs/0jFfmF4dvxPm0ftvftJXX7zS/wDgl98X3jPQ3eseH4Gx/unUTig/t5fGjSvm8Vf8Ey/jpAg6tpUWh35H4R6kCfwr6Soo%2Bs4X/nwv/Ap/5hzR7fmfNh/4KifBfw/%2B8%2BLvwP8AjZ4CgH37zxV8INVNuv1mtIp0/EHFdt8Jv2%2Bv2K/jldJpvwt/ag8F6nfu21dKOuxQXu7OMfZpikwOePuda9drh/i3%2BzL%2Bzp8erV7T41fAvwl4qVl2%2BZr3h%2B3uZE91d0LIfQqQRRz5fPeEo%2Bkk/wAJJfmF4Podx16UV8zP/wAE0/D/AMNT9v8A2Of2jviN8Ip4%2BbfSNN15tY0Hd/t6ZqZmjx2xE0WOxFRyfHD/AIKCfs3cftB/s9ab8WvDUJ/eeMfg0Gh1WKMcB59EunLSMep%2ByzyY7J2D%2BqU6v8CopPs/df4vlfykHKnsz6dorgP2fP2ovgT%2B1L4aufE/wQ%2BIFtrCadOLfWLBopLe90uc5/c3VtMqzW78N8rqM7TjIGa6nxp488FfDnRf%2BEk8f%2BLNP0XT/tEUBvtUu0giEkriONS7kAFmYAe5rllSqwqezlFqXa2v3EtNOxwH7QH7Hvwj/aA1G18a3yX/AIb8a6UmNC8f%2BFLr7Fq9geyiZRiaLqDDKHjIJ%2BXnNefaX%2B078Zf2UNWtvA37d1ra3vhyedbfRvjboNl5WnSsx2pHq1suf7NmJwPNBNuxbrHgivpaq2s6NpHiLSbnQPEGlW19Y3sDwXlleQLLFPEwIZHRgQykEggjBBrenivcVOsuaH4r/C%2Bno7xfZbmEqWvNB2f4P1X67%2BZLZ3lnqNnFqGn3Uc9vPGskE8MgZJEYZDKw4IIIII609lVlKsAQRgg96%2BW9T%2BG3xY/4J83c/jL9nvR9T8ZfB1pGm174YRyNPqHhhScvdaMWOZYByz2LHjBMRGSo9V8Tftl/s3%2BGP2d0/amn%2BJtjdeDJ7US2GoWT73vZDkLbxRnDGcsCpiIDKytuC7WIqWCqTlH2F5qTsrLW7%2By10l5bPdNraJYmlSpylWajyq7u9El1v2/4Zq%2B9H4/fDbxHdp4ag8N%2BAbvxZ4bstelv9c8KJrKRec6QE2ihbh1ja2jnVGMO7apKFY2CYHl/hT4pfGT4a6T4t%2BKFvo/he7uLnxTHFr0YaUpqN/EsVmujaYII97GFIvK%2B0Sq5aSN2MaRjCe%2Bfs/8AxL8WfGH4S6R8SPGnwt1DwZfarG8w8P6pcLJPBCXbymfaBtZ49jlGAZSxUjIrzb4//s5aHoWiSeMfhx4X8QXl3ceII5L6207UprqTTLO5uA%2BoTadazTrDBNIcsxRS3zOyqx%2BU7U5ezqPD1krp27rfXVO3zX3vQ83EUnUprFYduzV%2BzWiSaTjfZ7O1rvRXke5adrWkau08elarbXLWsxhult51cwyDqj7SdrDuDzXi3x6%2BGHjP4W%2BOZP2tP2etFku9ZigSPx74QteF8VadGPvIvT7dCuTE/VwDGcggVf8A2ZvhAfCnifWfiVF8MbfwVZ6lpVlpmleG4UiWZbe3aaTz7oxZDzu875LM7DBycsc%2Bx1ySaoVbRd11/Vafp8tjqq4f%2B0sIlUXLJO8Wt4tbSV1%2BDVmm01aVl4drWsQeIv27vhF4gtbW6givvgd44uI4L22aGaNX1TwewWSNwGjcA4KkAg5B6V7jXjPjj/lIX8L/APsjPjz/ANO3hCvZq5z0IppK%2B4UUUUDCiiigAooooAq67oWieKNEvPDPibRrXUdN1G1ktdQ0%2B/t1mguoJFKSRSRuCroykqVIIIJBGDXB/Dn9jz9kf4PadNpHwj/Za%2BHPha0uHna4tfDngiwsY5Wmj8qYssMKhjJH8jk/eX5TkcV6NRQByvwm%2BBPwQ%2BAei3Hhv4FfBvwp4K067uftF3YeEvD1tpsM020L5jpbois20AbiM4AHavMf20vF3h/wB8QvgH438V6gtppuk/FnUru%2BuH6JEngjxSzH3OBwOpOBXvFfOn7e/wAMtE%2BL3xC/Zw8D%2BJiW0yX48Nc39vjIuUt/CPiWcQt6o7RqrDupI70GGJeIjhpugk52fKntfpfyvq/JPuew/BTxl4u%2BIfwv0jxz438Jpod9q0Bul0pZi7W8DsWgDkgYk8ooXXsxI7V1E88NtC9zczLHHGpaSR2AVVAySSegpwAAwBXhn7XGtax8TNd0H9jfwPqMtve%2BN43uvGF/aviTTPDcLAXLgj7r3DFbZDj/AJaSH%2BGrpw9pO39W6nNXryy3L05t1JpKK2TnN2S20TlLeysld7RKXwHtZv2ofjBP%2B1z4ihZvC%2Bim40v4S2MyYV4c%2BXdayVP8c5UxxHgiFM4%2BfNfQFVNB0LR/C%2Bh2fhrw9psVnYafax21jaQJtSCFFCoijsAoAA9q8f8A2yv%2BE58N2Xhr4q%2BDvGviXS49AvbmO%2BtfD1k14Lkzw4g820B/0kfaI4oQuMj7SzArjcNUvrNZRTstl%2Bn3/mzOhSeWYJzn782%2BabWl5O13r0S0iukYpdzy3x747%2BJ3iDTrn4ieNfH%2Bipe%2BB/Ec51nRrWxjstW8Jq07xw3Ns8zgXkD20iF0kCeeg3RurKIz9AfBX4Q6/wDDfVPE3iXxZ4ssdU1PxPqUV1dnSdGFhagxQJCJPK8yQmaTbukkL4Y7QFULzhfCfwj4u%2BLOnaZ42/aj%2BBvhjTvFOkHaIRYQ3ZhmWbz4Zba4MkhEaKyLghSJllI%2BXaT61W2Jr%2B77OKS72tbvo10vr/V2YLC%2B97abbvqr3T2au09nbS3SztpZIrxX9qL9pbxP4G13TP2e/wBnvQ7XxB8V/FVu0mkadckm00SyDbZNW1Bl5jtozwq/emkxGmTkja/as/aPh/Z38DWj%2BHvDreIfGnia/GleAvCVu%2BJdX1FwSoJ/5ZwRjMk0pwqRqSTkqDV/ZR/Zpm%2BBWg6l4t%2BIPiFfEnxH8Y3C3/j3xa6YN5chcJbwA8xWkCny4YhgBRnALGlQp06VP29VXX2V/M11f91de791dWu6cpTl7OHzfb/gv8N%2Bxb/Zk/Zf8Mfs56Df3cut3PiTxl4kuBeeNvHOrKPtut3eMbmxxFCg%2BWKBfkiQADJ3MfT6KK5qtWpWqOc3dv8Ar/hlslsaRjGEeWOwV5V%2B0t%2B2F8I/2YINO0jxQ%2Boa54s19jH4U8A%2BF7Q3ms63KM5EFupyEGDumcrEgHzMOAeM/aD/AGtPH2r/ABLuP2Sv2LNBsfEfxKSBH8S69qOW0XwLbSD5bi/deZbhhkxWaHe%2BNzbUGW6j9mL9jXwB%2BzlPqHjrUNbv/GXxF8RKG8XfEjxLtk1LU24PlJj5bW1UgBLaLbGiqo%2BYjceqGHpUIKpiOuqitG/Nv7MfxfRW941UUleR5tD%2BzP8AtQ/tmga3%2B3D40m8FeCrj5oPgl4A1h0M8R/g1jVYisl0SCQ0FsY4eBln5r6L%2BGnws%2BG3wa8H2vw/%2BE3gTSfDeiWS4tdL0Wwjt4I/U7UABY92PJPJJNb1FZVsVVrx5NoraK0S%2BXV%2Bbu/MTk3oFFFFcxIUUUUAFFFFABRRRQAUUUUAVrXRtIsb661Sx0q2hub0ob24igVZLgqNql2Ay%2BBwM5wOK8B%2BKnir9pf4kfE/xH%2BzhfaH4R8GeHNTs2h0bxNrGk3WtprljNF5UvlgGC2gukkcr9mnL7gQyiVQ2PoeoNR0vTdXtvserafBdQ%2BYkgiuIVdd6sGVsMCMhgCD2IBrejWVKXM1ftfo%2BjX/BGnY8M1H9prwB%2Bzl4fh%2BGHhnwZ4i8TaF8O7HTtJ8V%2BJbSa1Fvo6hYoVEslxNH58yh4nkjiDsAx4LDYfeq%2BSv2lfgD4x%2BFPw81rxpcfFY3/hq18cHX9P0hvD4UWF7fajATqOo3Cu/2i20/zLi4RUhjCBY2feYFavNL79sX4XfsT69q3xT0i68YeKtK8Q6VDZaBYalrVzJL4t1FLmeW51hPtUjLBBmQQI0Ufz5QDciL5fpxy769FfVrym29rvmene1nq32t5JyFWnRo0ZVZySildt6JerPsr9oL9oT4X/syfDO9%2BKvxY10Wen2uEt4IhvuL64YHZbwR5zJKxHA6AAsSFBI%2BFNI/ZX%2BPel%2BNl/4KSeKv2e9Mm04eKJPEM3wCs4pTcWVpJCiNqsMZcQtqwEaTNCYx5hU8pLtVfZ/2RfhJ4z/bA8RaN%2B35%2B1lYqLiWNpvhl8OnJe08L228gXEoIxNeNtDbyPlwrDBCLF9dV0fW6eRxlQoNSqS0qS6JdYQa%2BfNNa30haKbl8/8AVK%2BcVlWxUXCnF3hB7tp6Tmte14w2XxSvJpR574VfFTwB8bfh7pXxU%2BF/iW31fQtatRcaffW54dTwVIPKOrAqyMAyspUgEEV0NfLfxO0m%2B/4J%2B/Fa9/aN8EWUz/CHxfqQk%2BKnh61jLL4cvpCFGv20Y6RMcLdRqOmJgDtYD6fsL%2Bx1Wxh1PTLyK5trmJZbe4gkDpKjAFWVhwwIIII4INeNiKEadqlN3hLbuu6fmvxVmtHp7dObleMt1v8A5ryf/AOG/aU8efFX4XfDCb4i/CfwTB4kn0W8hu9b0MhvtN3pikm5W02kA3IT50VshthXBLCuk%2BHPxD8HfFnwJpPxK%2BH%2BuRalout2KXenXsJ4kjcZGR1VhyCp5UgggEEVtV83%2BGY/%2BGLP2lk8AY8n4XfFrV5JfDnOIfDviZwXlsh2SC8AaSNRwsyuoADiilCFak4pe%2BtV5rqvVbryuuxzV6lTDV1Uk705WT/uvo/R3s%2Bz5X1Z1Xjj/lIX8L/%2ByM%2BPP/Tt4Qr2avGfHH/KQv4X/wDZGfHn/p28IV7NXMdwUUUUAFFFFABRRRQAUVR8TJ4kl8N6hH4NubGDWGsZRpU2pwPLbR3Ow%2BU0qIyM8YfaWVWUkZAYHmvDvgP%2B1X45uv2GfEX7Tnx8tdHvdY8FzeM119fCenTWVpepoWranZ74IZ57h4TLFYK21pZMM55xgUAe/wBeM/tQf8lv/Zx/7LNff%2BoV4orI/ZO%2BPfx/8XfEvV/gz%2B0lF4Rm1uL4f%2BH/ABjp174M0y5tLaK31OS/hk0%2BRLi5uGlkt5bE/wCkho1mWdSIYihBq/tMfFz4UXf7XX7PPwXtfid4el8Y2vxUvdQufCcetQNqcNmfBfiZRcNah/NWLLoPMK7csBnkUAe/a1rOleHNGu/EOu30drZWFtJcXlzM2EhiRSzux7AKCT9K8Y/Yx0TVPGtlr/7WnjOxkh1f4mXaXOk21wvz6foEIKafb4/hLRk3D44LT88ik/bUu7vx9a%2BE/wBlDRLl47n4ma15GtvCxV4NBtQJ9QcEfd3oI7cZ6m4r22ys7TTrOLT7C2jhggiWOGGJQqxoowFAHQAAACt/4dHzl%2BS/zf5Hkf77m39ygvvqTX/tkPucySuG8A/HXQfiT8W/Gfwu8MaLdzQ%2BB2s7bVdeyv2V7%2BaNpXs0OctJFGYWfsDMFOCOYf2ofjZF%2Bz38Ddd%2BJ0Onm%2B1G2gW20DS1GW1DUp3ENpbKByd8zoDjkLuPaoP2U/ghJ%2Bz/APBHSfAurX/2/XpzJqXizVmOW1HV7lzNd3DHvmVmC56IqjtTjTgsO6kursvzb%2BSsvV%2BR2TrVJYyNGGyXNL0ekV83d%2BkfM9G6dKzvF/i7w14B8Kal448ZazBp2k6PYy3mp39y%2B2O3gjQu8jH0Cgn8K0a%2Baf2lg/7WP7RWjfsT6a5l8I%2BHorbxP8Y5Iz8lxAJN2m6MxH/PxLGZ5FOD5MA5%2BejDUVWq2k7RWrfZLf59F5tG9WbhHTd6L1/r8EWP2QvBniT46eO7v9vr4x6NNa33iCxNn8L/AA7er83h3w4zbklZei3d5hZpW5KoY4wcAivo6kREiQRxoFVRhVUYAHpS0sRXdepzWstkuyWy/rd3fUdOCpxt9/mwr5w/af8A2g/ij4%2B%2BJ/8AwxH%2Bx3qcMPjq6skufHPjeSETWvgHS5fuzuvSW/mXP2e2J7ea%2BEXLdJ%2B2l%2B0p4n%2BCvhvRvhp8FdGt9a%2BK3xDvn0r4e6Jck%2BUkoXdPqNzjlbS1jPmynv8AIg5cEb37J/7Mfhj9lj4XDwbp2r3Gt69ql5JqnjTxdqCj7Z4g1ab5p7yY/wC03CJkhEVUHTJ6KMIYeksRUV2/hT623k/7qey%2B1LTZO%2BySiuZmj%2Bzj%2Bzf8Lf2Wvhpb/DH4V6VLHbiZ7rVNUvpjPfaxfSczXt3O3zTzyNyzt7AAKFUd5RRXHUqTqzc5u7e7Jbbd2FFFeF/tW/t5fD39m3xBp3we8J%2BEtW%2BI3xY8Q25l8LfCzwgqyahdJnb9puZG/d6fZq337qcqgAbaHKladKlUrT5YK7/r7l5vQqnSqVp8sFd/19y83oe43Fxb2lu91dTpFFEheSSRgqooGSSTwAB3r5j8b/8ABV79n2bxXefDD9lfwn4r%2BPfi%2BylMN5pPwk0tb6ysJewu9VkeOwthng7pyy/3M8Vz1h%2BwP8df2wZ4/GX/AAVA%2BLQ1PR5ZBNZ/AX4fX81n4XslzlU1GdStzrUowpbzClvuDbYipzX1T4D%2BH3gP4W%2BFLPwH8M/BWk%2BHtD06Ly7DR9D06O0tbZP7qRRKqoPoK6XHCUPifPLydo/fu/kkvM6OXC0fifO/LSP37v5JLzPmZLr/AILJfHMebBp3wa%2BAWk3A4S9a68aa9APUiNrOxVvYNMM9%2BMmRf%2BCdP7QPjb/Svjr/AMFWfjvq1wfvQ%2BCJNI8LWuPQJZWRlH187PqT1r6sopfXasf4cYx9Ir83zMX1ypH4FGPpFfm%2BZnyqP%2BCR3wXuRv1/9p/9pHVZupnv/wBoTxAWJ9fkuVA/AUH/AIJQeD9NO7wV%2B3H%2B1DoDD7n2T46ahdop9fLvvtEZ/FTX1VRS%2Bv4z%2Bd/h/wDIh9dxf8/5f/Inyk37H3/BRb4Z/vvgd/wVI1HXreDm30T4yfDTTNWjm/2ZLzThY3Az/e%2Bb2FRS/tXf8FHP2fvm/ak/YKtfHWiwjNz4u/Z58QnUpUHYnRtQEF17kQyTkcgA8Z%2BsqKf1vm/iwjL5cr%2B%2BNvyYfWub%2BJCMvlZ/fG35M8j/AGav27P2Uv2t3utN%2BB3xfsL/AFvTcjWPCeoxSWGtaYwxuW40%2B6WO4iwTjcU2k9Ca9cryD9p39hP9mH9rlLXUfi/8OI/%2BEi0shtA8caFcPp2vaNIM7ZLXULcrPEVPO3cUJHzKw4rxa5%2BIf7c3/BOg%2BZ8b31b9oL4L25xJ450jS1/4TTwtbj/lpqFnAoj1e3QYLXFuqTgB3eJ8Zp%2BwoYj%2BA7S/llb8JaJ%2Bjs/Ur2NGv/Bdn/K/0eifo7P1Psiiua%2BEHxj%2BFvx%2B%2BHGlfF34L%2BPNN8S%2BGtathPpmsaTciWGZehGRyrKQVZGAZWBVgCCK5z9p/wDah%2BG/7Knw8Pjfx3LNdXl5MLXw94e05fMvdZvW4S3gjHLMSRk4woOT2BwpYbEV66oU4tzbtbrf%2Bt72tre1jzsTWpYOlKpXfLGO7elv62tvfRK%2BhN%2B0t%2B0x8Mv2V/hvL8RPiRfSMZJRbaPo9knmXmrXbf6u2t4%2Brux/BRkkgCvlzwb/AME7vi/%2B1P8AF6P9tH9rbxs/hjX9U08Wem%2BBtI06KR/D%2BlrvMESXL8xXQ82Rnk2Mys%2BVMbDC%2Bm/s0/svfEjx98SYv2yv204obnxzJGf%2BEQ8HI/mWPgu0bkRxg8PdEY3y9QeAcjI%2BmK9ieKp5RB0MJJOo9J1FqvOEPL%2Baf2norRXveThqeJzKssTiU4018FN7vqp1F/NonGH2N3efw0PC3hfw/wCCfDdh4P8ACmlRWOmaZaR21hZwDCQxIoVVGeeAByeT3q/XzJ%2B14nxK/ZY%2BKMP7evw6utX1nwtbadDpvxl8EpNJOr6NEzNHrFlESRHcWZkd5EUASwtJnDLuP0b4Y8TeHvGvhvT/ABj4S1m31HStVsorzTdQtJQ8VzBIgeORGHDKykEHuDXk1aMo041U7qXXtLqn59fNO/e3utaXJtV0rTNd0u50TWtPgu7O8t3gu7S5iDxzROpVkdTwykEgg8EGvm/9mnUNT/ZG%2BNb/ALC/jPUJpvCmq29xqnwS1e8lLt9jQ7rrQnduWktNweLJJa3YDI8vFfTFeW/tffs/XX7Qvwgl0Twrqw0rxhoN7FrfgLXx97TdYtiXgkz/AM825ikGCDHK4x0q8LVhrRqP3Jfg%2Bkvl17xbXY56sXpOO6/FdV/l52PUq434/wDwU8M/tDfCLWvhL4qlkgh1S2H2XULfibT7pGDwXURyCJIpVSRTkcrjoTWZ%2Byp8fLX9pL4JaV8SpNJbS9XDS2HinQpf9ZpOrWzmG7tHB5BSVWxnkoVb%2BKvRaxkquGr2ekov8V/X9JjlGliKLjJXjJfemeE3um61o/7cXwd0jxJr/wDa2o2vwK8bQ3%2BqfZhD9smXU/B6vN5YJCb2BbaCQM4zXu1eM%2BOP%2BUhfwv8A%2ByM%2BPP8A07eEK9mrNu7uaJKKsFFFFIYUUUUAFFFFAFXXdPu9X0S80rT9dutLnurWSKDU7BImntHZSBNGJo5Iy6EhgJEdMgblYZB8d%2BAn7E%2Bm/A/4Z6j8HNW/aB8d%2BO/DOsalrd5quk%2BM7bQ9l3/a09xc3sTtYaZat5bT3VxKACCDIVz5YVB7ZRQB5P8As2fsjeFv2bb/AFLXrb4meL/GOr6hommaGms%2BNLu0lubTSNO%2B0fYrCM2ttApjia6uX8yRXnkaZmllkIXFH9qD/kt/7OP/AGWa%2B/8AUK8UV7NXhv7YPiDQ/CXxQ/Z88U%2BJtWt7DTrH4yXTXl7dShI4Q/g/xLEpYnoC8iL/AMC9Mmmk27Imc4U4OU3ZLq9EXfhb4W8SeMP2tfiB8a/Fvh%2B8s7PQrG08JeDft1s8XnW4Vbu9uYwwG5JJ5IkEi8MLbqcYHstMtrm3vLeO7tJ0lilQPFLGwZXUjIII4II70XFxBawPdXMyxxxoXkkdsBVAyST2AFVObm/uX3HPhMNDC0mk780pSb7uTv8AgrJeUUeA/ExP%2BF8/txeEfhKP33h/4U6YPGHiNOscmr3HmW%2Blwt6NGgurke4jNfQNeB/8E/bafxl8PvEv7TurwsL74seL7vW7dpl/eR6VG32TTYT/ALItYEcf9dj64r3yt8X7tRUl9hW%2Be8vxb%2B4yy/36Trveo%2Bb5bRX/AICk/wDt45n4z/Ffwp8CvhN4i%2BMfji58rSfDWkT6helSNzrGhYRrnq7EBVHdmA7151%2Bwh8JfFfgD4NyfEP4r2u3x98SNTk8U%2BNiwO6C5uQDFZDPIS2txDbhegMbEfernf2xVHxv%2BOvwr/Y4gHnadqWqt4y8ewjlTo%2BlSRvBBIvdJ797ZfpC9fRtXP9xgox6z1f8AhWkV83eXyR0L36zfSOnze/4WX3hWd4w8XeGvAHhPU/HXjPWYNO0jRtPmvtU1C5bbHbW8SF5JGPYKqkn6Vo18vftyNL%2B0n8ZfAf8AwT10iRm0vxCf%2BEr%2BLLRsRs8M2M6%2BXZtjBH228EcPBz5cU/UVlhaKr1lGTtFat9ktW/u282jpirsn/YS8F%2BJPjN4n1r/goj8YtGntdd%2BINotr8PdGvlw/hvwir77WHb/BNdHF3MQTzJGvGzFfTVNhhhtoUt7eJY441CoiLgKBwAAOgp1LE13iKrnay2S7JbL5L73d9RSfM7hRRXz7%2B3n%2B1T45%2BDWl%2BHPgL%2BzdpdnrHxo%2BKV5JpvgDS73LW2mxooa71q9ABIs7OM%2BYwxmRzHGoJc4ijSnXqKEd3%2BHdvyS1ZdKlOtUUI7v%2Bm35LdmJ%2B1d%2B1z8Vda%2BK//DDf7Clnp%2BqfFi7sY7rxV4p1KHztI%2BHOmS/cvr4Dia7kGTbWWd0hHmPtiGW739kX9ir4UfsheHtQfwzcah4i8Y%2BJZ1u/HXxF8TT/AGnWfEt4B/rbic8hF5EcCYiiXhVHJNn9jn9kfwL%2Bx18JF8AeGtTutb1vVL2TVfG/jPVvm1DxNrEx3XF/cvySztwqZIjQKi8LXq9b1q8Iw9jR%2BHq%2Bsn3fl2j03d3ttVrRjH2VH4er6y835dl03d3sUUUVyHKFFFFABRRRQAUUUUAFFFeWftW/tX%2BBv2VvBVvq2s2NxrXiPWrj7H4Q8H6WN99rd42AsUagEhQWXdJghQRwWZVbbD4etiq0aVKPNJ7L%2BunVt2SV22kjDE4mhhKEq1aXLGO7f9at7JK7baSTbPmf9sfwJZ/8E5fibZ/tc/sceIbLRtU8ceJYLbxp8DH83%2BzfH8srqkl3ZQQo7WWqIrBjcRpslwqyqWcFuj/4JzeHvDv7Xd2//BQr4u%2BOrLxZ4zlvrrS9K8PwwyR2/gAwyNHLpotplWSG9U/61pFD/NkZDb37v9ln9lDxy/jyT9rr9r%2B9t9Z%2BKWqQFNM02I77DwfZtnFnaLkjzMEh5QSSSwBOXeTif2vvhp4v/Ym%2BL19/wUu/Zp8N3F7pc0MSftC/D3S4s/8ACQ6TFx/blrGOP7SskLOennwK6EhlUn6KpiaNKk8FQneq1yyq/wA3/TuL35enPvN2T/d2OXC0K%2BfV418cuXl/hQffpKr3m18Cd1T0TvJ3h9h0Vk%2BAvHfg74o%2BCNI%2BJHw98R2ur6Fr2nQ3%2Bj6pZSb4bu2lQPHKh7hlYH8a1q%2BYaadmek007MZcW8F3A9rdQJLFKhSSORQyupGCCDwQR2r5Z/Zfeb9i/wDaU1D9g3WpnTwN4ohuvEnwMuZnytrErb9S0AMeT9md/tEK8nyJmGf3WK%2Bqa8T/AG%2BPgP4p%2BNfwKfWfhQUh%2BIngPUofFPw5vCvK6rZ5dbc9Mx3EfmWzqeCs5znArswdSHM6NR2jPT0f2ZfJ7/3WyotbPqe2UVxH7N3x08K/tMfAjwr8ePBislh4m0iK7FtI2XtJj8s1s/8A00ilWSJv9qM129ck4TpTcJKzTs/VENNOx83Kn/DLv7e6rEPI8GfHy3Yso4isvFtlDknsE%2B2WaH3aWz9Wr6RryD9ur4P%2BIPjH%2BzZrdj4Dyni7w5JD4j8EXCrl4tYsHFzbBf8AfKGE/wCzM1dl8Bfi9oHx9%2BC3hb40%2BGMCy8T6HbahFFuyYTJGGeJj/eRtyH3U114j99h4Vuq92XyXuv5x0/7dMKfuVJQ6br57/j%2BZw3jj/lIX8L/%2ByM%2BPP/Tt4Qr2avGfHH/KQv4X/wDZGfHn/p28IV7NXEbhRRRQAUUUUAFFFFABRUd1dWtjayX17cJDDDGXmllcKqKBksSeAAOc15D%2BzP8Atp%2BAf2ntUfSNA%2BH/AIt8NS3Phmy8TeHT4ssrWH%2B39Cu3kS31K1EFxMVjYx/NFOIbiMSReZCnmJkA9ir51/4KDa6nhjUvgn4iOpQ2Zs/i1cyG7udCl1OOCP8A4RPxEJZHtYnRpkWIyFgGG1Az87MHt/2Z/wBqE/tPaZd%2BKNB%2BBHjXw54ejubqDTPEXiaXSBb6s1vdy2snkR2eoXFwg3wuR58UWVwepxXIft36ZoGt%2BJvgPoXivw1favpmo/GtbG%2B0%2BxZlMkdx4c12AmRkZWEK%2BZukAOHjVkYFHYHSlb2iucWYuSwNTldnbR%2BbaS213avbW1z1v4M%2BBdO%2BG3wz0rwdpOtHUbe3jkkivPLVFcSyPN8iL8qRjzNqIOFQKB0rgv2//Gus%2BDP2SvF0PhaTGteIrWLw5oSqfmN5qUyWUZX3Uzl/%2BAZr2OOOOGNYoo1VFUBVUYAA6ACvBv2th/wmPx6%2BAvwdP%2BqvPH1z4lvPeLSbGWZMj0%2B0TW34ha2wvv4pSl0vJ/K8v0Rni4KhlrpU9NFBeXNaKt6Xf3HsXw98E6N8NfAOifDrw7Fs0/QNIttOsUxjEMESxp/46orYorA%2BK3j3TvhV8LvEnxP1cA2nhzQbzVLkE4Bjt4Hlbn6Ia50p1J23bf4t/wCbO9KNOFlokvwX/AR4r%2ByYv/C1/wBpz42/tK3Q8yCHxFB4D8MO/Pl2WkoTdFD/AHZL%2B4uc%2B8I9Mn6Jrxj/AIJ4%2BANR%2BHP7Fvw90nXSTqupaCmta07j52vdQdr64LereZcMPwr2eunHSTxclHaPur0j7v6N/MzoJqkm93r9%2BojMqKXdgABkkngCvmX/AIJ0xN8YtQ%2BJP7deqKZH%2BKniyS28IyOP9V4Y0tns9PCg/d81lubo44b7Qp54NdR/wUm%2BJviD4W/sUeO9Q8FyEeItd06Pw54ZCNhzqOqTR6fblP8AaV7gP/wAntXp3wa%2BGHh/4J/CPwx8HfCkYXTfC2gWmlWOFxmO3hWJWPuQuT6kmrh%2B5wEpdZvl%2BUdX97cV8jpWkPU6WiiiuEgy/G/jXwt8NvBer/ETxzrcGmaJoOmT6hq%2Bo3LYjtbWGNpJZWPZVRWY%2Bwr5i/4JueAvFHxj1fxH/wAFM/jdoU9r4q%2BLkEcXgXSL9P3vhjwTE5fTbIA52S3AP22fB%2BaSdAQPLApn/BTeS5%2BPfij4Vf8ABOTRp5PK%2BLviV9Q%2BIJhcgxeD9IMd1qEbMvKfaZjaWYPQi4kHQGvrG2trayto7Ozt0hhhQJFFEgVUUDAUAcAAcYrtv9XwmnxVP/SU/wD25r7onX/AwunxT/8ASU//AG5/hEfRRRXEcgUUUUAFFFFABRRRQAUUV5B%2B1r%2B1z4a/Zl0Cw0jTdDn8TeO/EsptfBXgjTTm61S4PAYgZMcKnl5DwAMDJ4rfDYavi66o0Y3k/wCrvoklq27JJNtmGKxVDB0JVq0rRX9JJbtt6JK7baSRN%2B1j%2B1r4P/Zd8K2fmaTceIfF/iCf7H4M8F6X815rF2cAKqgEpECRvkIwoOBliqnkf2Uv2S/GOj%2BNLj9q79rHVbfxB8Wdbt9kSR/NZeFbNs4sLJckKQGIeQZLEsATud5Jv2Tv2RvEvg3xVd/tO/tPa5B4m%2BLniGDbc3ijNp4dtTnGn2CnIRFBIZxyxJ5OWL/QNeniMTQwFGWFwkrt6TqL7X92HVQ7vRzertG0X5WGwtfMK8cXjI2UdadN/Z/vz6Op2Wqpp2V5XkikdElQxyIGVhhlYZBHpS0V4p7h8efsoRN%2Bwf8Ath61/wAE%2B74tB8OfH0N74x%2BAjP8A6rTnD%2BZrPh2P0WGSQXkCAcQ3Ei5Pl19h182f8FT/AIR%2BLvGv7MT/ABo%2BEVj5nxD%2BDOsQePfAhTIae50/c9zYnHLJdWZubYp0YzLnOBXt3wZ%2BK/hD47/CPwx8a/AF59o0TxboFpq%2BkzHGWt7iFZU3Y6MFcAjsQR2rtxP76nHEdXpL/Euv/by19U%2B514j99TjX6vSXquvzWvqmdLRRRXEch8x/smL/AMM//tg/F79kGU%2BVo%2BszR/EnwBCeiWmoSGLVLdOypFqCGQKOgvR2xX05XzP%2B3Av/AAqv9oX4A/tS2g2Jpvjx/BXiN1%2BUPpuuxfZ0Mh/ux30ViwzwCxPc19MV3Y394qdf%2BZa/4o%2B6/vtF/MuWtmFfO37Caj4ZeMvi9%2Byi/wAkHgbx7Jqnh2AcLFo2sqb%2BBE/2Una8j/7Z47V9E188%2BMh/wrT/AIKZ%2BC/EafLafE/4Z6noNyqcBr7SriO%2Bt3b1byLm8Ud8L7UsL79OrS7xuvWOv5cxzVfdlGXnb5PT87HQeOP%2BUhfwv/7Iz48/9O3hCvZq8Z8cf8pC/hf/ANkZ8ef%2BnbwhXs1cRsFFFFABRRRQAUUUUAUfFHh6w8W%2BGtR8KaqXFrqdjNaXJibDeXIhRsHscMa%2BbP2TP2Yf2n/hJ408M%2BKfjCngW8Pgv4aaZ8PNHfw/4gvCb7T4HMlzq8yS2KiK4lMFkFsVZ0jxMTdvlVH1DRQB80/s0/sk%2BNfhh%2B07qPxxPwY%2BGHwt0W48LX%2Bmaj4c%2BFurz3SeK7%2B4vra5j1bUQ2n2MaXECwTohCzyN/aM%2B6bCqDo/tK/DTwvZ/tb/ALPnxXW98Qvqt18Ur2wNtL4v1JtMjjHgzxK29NNNwbNJfkx5ywiTDMN%2BGIP0LXjP7UH/ACW/9nH/ALLNff8AqFeKKBNXPZq8G1Qf8JL/AMFMNIs5/ni8J/Ba7u4l/wCec%2BoapFEG9iY7Fx%2BNe814P8Ix/bH/AAUG%2BMuqzcnSPBnhPTYD6CT%2B0rhh%2BbKfxrqw2iqS7Rf4uK/U4sb70qMe81%2BClL9Ee8V4D/wVAv7yP9iDxn4Z0ydku/FLad4ctgh%2BZjqOoW1kwHr8k7nHoDXv1fPn/BQj/T9N%2BDvhduY9X%2BP/AIXjlTs6QSy3pU%2B3%2Bi/pVZf/AL9TfZ3%2B68v/AG06MR/Al6W%2B/T9T33TtPs9J0%2BDStPgWK3toVigiUcIigBQPoAKmoorj3Nj5q/biH/Cd/tFfs1/Adv8AU6l8UbjxTfd8w6Jps9ygI9PtUtp9GC19K182eM/%2BKp/4K0%2BA9Hufmi8J/ArxBqsAP8E17qum2ufxSB/yr6TrtxXu0aMP7t//AAKUn%2BSRctkgoooriIPk/wDZhQfG3/gpv%2B0D%2B0JcgT2Pw80zRfhb4WuF%2B6jpCNX1YD/aM97aRt/17DOcDH1hXyp/wRzX/hI/2TNY%2BOM/Nz8T/i74z8VXBPcTa7dwQ/h9ntoAPQADtX1XXZjtMS4fy2j/AOApL87nVjdMQ4fy2j9yS/O4UUUVxnKFFFFABRRRQAUUV45%2B17%2B1XN%2BzxpGkeEfAPgm58WfETxlPJaeCPCtrG2LmZQN8878COCIMrOxI47gbnXfDYatjK8aNJXk/l5ttvRJK7beiSbOfFYqhgqEq1Z2ivn5JJLVtuySWrbSG/tcfteaN%2BzhpuneEPCnh6XxX8RvFLm38F%2BCLBsz3spyPOlx/qrdMEtIcDCkA8Erk/slfsiaz8Ntfv/2if2ifEUXiv4u%2BJoQNX1rbm30e3PI0%2BxU/6qFOhYYLkZ6cVL%2ByP%2ByDe/CDU9R%2BOnxy8Sr4u%2BLfimMHxF4lkXMdlGcEWFkpA8q3TAHABfaCQAFVfdq9LE4qhg6DwmDd7/HP%2Bf8Aux6qmn6Ob1lpyxXmYXCV8bXjjMarW1hT6Q/vS6Oo16qCfLHXmkyiiivGPbCiiigBHVXUo6gqRggjgivlH/gksG%2BGvw4%2BJn7HFw2z/hSXxf1rQNFt5P8AWLod06arphP%2ByLa/WJfaDA4Ar6vr5T%2BDa/8ACvf%2BCwvxu8GJ/qviD8IfCHi5R28%2B0uNS0qU/Uxx2oPsq12Yf38PVh5KXzi1%2BkmdVD3qFWHkpfc/8pM%2BrKKKK4zlPBv8Agp94Hv8Ax5%2BwH8UrLRiRqOkeGJNf0p1GWW70x01CEr/teZbLj61698NPG2n/ABL%2BHHh/4j6SB9l8QaJaalbYOR5c8KSrz34cVN478MW3jbwRrPgy8UGHV9KuLKUN0KyxNGf0avF/%2BCWPie58W/8ABOj4NaleMTLb%2BAbCwfd1BtY/s2D7jycV2/Hlv%2BGf/pUf84l/Y%2BZ77Xz3%2B3kP%2BEb8R/A34r2/yTaB8btKs5p/7lrqUNzpsoJ7AtcxZ%2BlfQlfPn/BUb/Q/2L9f8Tx8TaBr/h/VoJP7jW%2BtWUpP/fKsPxpZfrjace7t96a/U5sR/Ak%2B2v3Wf6G744/5SF/C/wD7Iz48/wDTt4Qr2avGfHH/ACkL%2BF//AGRnx5/6dvCFezVxmwUUUUAFFFFABRRRQAUUVzHw5%2BNvwY%2BMNxq9p8I/i74Y8Uy%2BH782OvxeHNftr5tNugSDBcCF2MMgKt8j4bg8cUAdPXjP7UH/ACW/9nH/ALLNff8AqFeKK7/wT8bfgx8SvFGveB/hz8XfDGv614WuRbeJ9H0TX7a7utImJZRHdRROz27ko42yBTlGHY1wH7UH/Jb/ANnH/ss19/6hXiigD2avB/2f/m/bc/aDduobwog%2Bg0xz/NjXvFeD/Aw/Zf27vj1YvwZ9J8IXiD1DWt5ET%2BcNdWH/AIVX/D/7dE4cX/Hof43/AOkTPeK%2Bff25v3vxC/Z4tn%2B4fjvZuf8AeXR9VI/WvoKvnz9vf/Rdb%2BA2tdBZ/tA6KrN6Ce0v7YD8WmWqy/8A3uP/AG9/6TM6MR/Bfy/NH0HRRRXGbHzbY/vP%2BCv2qb/%2BWP7Nth5ef9vxBebv/QF/SvpKvm26P9mf8FfLJ5flGs/s4XCRE9Ga016EkfUC8z%2BdfSVduN/5df4I/wDtxc%2BnoFNlcpGzqpYhSQo706iuIg%2BV/wDgiKij/glF8D5t4Zp/ByzysP4pJLiZ3P1LMa%2BqK%2BVf%2BCKR%2Bwf8E3fAvgqb5bjwlqWv%2BHLuE9YpLDXL612n0%2BWJT9CK%2Bqq68w/3%2Br/il%2BbOrHf77V/xP82FFFFchyhRRRQAUUUUAfA//BXj/grx8Sf2APiT4Z%2BD3we%2BGmiarq2q6Ius6jqPiWOeS2S2aeaBIokgljYyboJCWLYUFflOePqL9iv9ozT/ANsX9mLwZ%2B0uvhH%2ByJvEFjOz2EpDm1minktpgjkZKGSFip4JUrmn/tLfsT/st/tgwaZB%2B0b8ILHxI2jSM2mXEl1cW00G7G5RLbyRuUJAJQsVJGcV6B4N8G%2BFPh34U0/wN4G8PWmk6PpNoltpum2MIjht4UGFRVHQAV4uFwucU84rVq1ZSoSS5IW1i9PL16u9%2Blj9Nz7PfDjGeHOW5bluWSpZrSnJ4jEOV41YvmskuZ3u3BpckPZ8jSc%2BfTTooor2j8yCiiigAooooAK%2BVb8%2BR/wW70kRf8vP7Kuoedjv5XiWy2Z/7/SY%2Bpr6qr5V8Pt/wlH/AAWv8TX1n88XhD9mfS7G6cf8s59R167nCfjHYo1deE/5eP8AuS/9tOrC/wDLx/3Jf%2B2n1VRRRXIcoV82/wDBIvj/AIJ7eAYh92KXWYk/3U1i9Vf0Ar6Ovbu30%2Bzlv7uQJFBE0krnoqqMk/kK%2Bdf%2BCRtpcW//AATh%2BFNzdRlJL/QJdQZT/wBPN1Pcfylrth/yLqn%2BOH5TLXwP%2Bu59HV8%2Bf8FVuP8Agnl8VZB1j8N70/3lniYfqBX0HXz5/wAFUSZP2CPH%2BnDrqEOnWCj1a41K1gA/EyAUsu/5GFH/ABR/NHNiP93n6P8AI3fHH/KQv4X/APZGfHn/AKdvCFezV4z44/5SF/C//sjPjz/07eEK9mrjNgooooAKKKKACiiigDN8ZabrOs%2BENV0jw7qX2LULrTZ4bC8yR5EzRsqSZHI2sQePSvjX/gn3Ya3oHxA8CXdx8DvGvgyz8J/s/eHfh74lg1fwNqFok2vQSyOLaNmgC3NvaLFdH7cha0J1BQk7GRgPtyigD4e/4J/eAPiDpPxS%2BEfh7WPhR4o0G%2B%2BEnwQ8R%2BFPifrGt%2BGbqxtdW1y61XRZIpLW5mjWPU0lfT9SvPPgaVEF0u5ledlr1r9pjTfiuv7XX7POq3XjTw8/g5vipepbaFH4YnXU47z/AIQvxNmZr83pieLAceULVWywPmfKQ30PXjP7UH/Jb/2cf%2ByzX3/qFeKKAPZq8G0P/in/APgpf4gsUO1PEvwW068x/ekstUuYWPvhbuL8695rwX46H/hD/wBuP4I%2BPF/dw67Y%2BIvCt9MehMltFfW6E%2B72MgHqWrqwuspx7xl%2BCv8AocOP92FOf8s4P724/wDtx71Xz3/wU0P9jfs1WfxMA%2BbwR8RPC3iDP91LfWbQSN9BG7k%2BwNfQleaftl/DGX4zfsm/Ef4X2tuZbnWfBmowWCAZJufIdoDj2lCH8KMFONPGU5S25lf0bs/wbOmvFyoyS7P%2BvwPS6K4T9l/4nxfGr9nDwJ8Wo7gSN4i8JaffzsDnE0lujSKfdXLKfcGu7rCpCVKo4S3Ta%2B52/Q0jJSimup81/tMt/wAIZ/wUH/Zw%2BIrfurbWY/FXhG%2BnPAL3NhFf2yE%2B76c4A9Xr6Ur5t/4Kn21z4f8A2adO%2BP8Ap1u8t18IfH%2BheNlijXLPbWl2sd6OOcfYp7rPtmvo60u7W/tIr6xuEmhnjWSGWNsq6kZDAjqCDnNdWI9/CUZ9uaP3O6/CRpLWKZJRRRXEQfKP/BOhh8Nfj7%2B09%2By9d/LL4f8AjK/i7S0HC/2b4is4tQTaPQXa6guRxlCO1fV1fJf7Qk3/AAzR/wAFOvhP%2B0hKTD4a%2BMGgzfC3xbMeIoNVjkk1DQpmx1aR/t9qCe88Y7jH1pXZjPflGqvtJP5r3X%2BK/E68X70o1f5kn817r/FfiFFFFcZyBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXyj/wAE%2BnHxP/ak/al/aejwbTV/ilaeCtHbqHtfDunx2sjK3dTfXF%2BPqrV7D%2B2Z%2B0bpH7JH7LXjn9orV7f7QfDGgS3GnWO0k31%2B%2BIrO1UDktNcyQxADvIKxf%2BCef7O%2BsfssfsZ%2BAvgz4suTceIrPRzfeLrpiCbjWr2V7zUJCw%2B9m6nmwfQCuyn%2B7wc5/wAzUV8vef8A7ajrp/u8JOX8zUV8vef/ALaj2eiiiuM5Dy39t/4jQ/CP9jf4p/EmScRvo/gDVri2JON04tJBEoPq0hRR7mtD9kr4dTfCL9lf4bfCy5gMc3hzwHpGm3CEYPmw2cUbk%2B5ZST7mvK/%2BCnrf8Jx8LvA37MFsd83xa%2BKeh6Fdwpy/9mQXA1HUJAP7otrKRT2/eAd6%2Blq7Z%2B5l8I/zSk/kkor8Wy3pBBXz3/wUdP8AbPwz8BfDM8r4x%2BNHhTTJU/vRR6il7Jx3xHaO3/Aa%2BhK%2Bev2iW/4Tz9uX4DfCuH99DoI1/wAaavAP%2BWa29mthauf%2B22oNj3Q0sBpilP8AlTl90W/zsc2I1pNd7L72v%2BCb/jj/AJSF/C//ALIz48/9O3hCvZq8Z8cf8pC/hf8A9kZ8ef8Ap28IV7NXGbBRRRQAUUUUAFFFFABRRRQAV81f8FB/Ha/Df4n/ALLnieaQLA37SEGn3DE8Bbzwr4ks8n2DTqfbGe1fStfJn/BWr4e6n8UPBvwm8JaCX/tP/hZuoXuj%2BWPm%2B22vgzxNdW%2BPfzoY60pKLqJS2uceYTrU8BVnRV5KLaXdpXt87W%2BZ9Z14L/wUUjl8P/AzSvjbaxs8vwz8daN4pZUHLW0N0sN0Pp9lnnz7A16t8HfiJp3xd%2BE/hv4o6SV%2Bz%2BIdDtdQRVOdnmxK5T6qSVI7EGrHxN8B6N8U/hxr/wAM/EKbrDxDo11pt4Nuf3U8TRsfrhjV0J%2BwxMZS6PX02f4XCuo47AP2T%2BON4v1SlF/fys2opYp4lnhkV0dQyOpyGB6EHvTq8d/YK8faz46/ZZ8M2ni1/wDiofC8cvhnxNExy6X%2BnStZylvdvKEn0kFexVFam6NWUH0bX9fn8zbD1o4ihCqtpJP7%2Bnyd18j53/4J2N/wgnhHx7%2By9dfu5fhZ8R9T03ToH%2B8NJu3/ALR09/8Ad8m72D/rkR0FfRFfOni9v%2BFEf8FFfDvjQ/udB%2BNXhZvDupuOEXXdM8y5sncnjdLaSXcSjuYFH1%2Bi66cd79VVv50pfPaX/kyf3hQ0g4fyu3y6fg/wMX4j%2BAvD3xU%2BHmvfDHxda%2BfpXiPRrrTNTh/v29xE0Ui/irmvGP8AgmZ8QPEXif8AZU034a%2BP7vzPFvwt1K68C%2BLM9Wu9MfyI5STyfNthbzhu4mzz1r6Br5f1aT/hlb/go9b%2BIJ/3Hg39ojTYtPupTxFaeL9Nhb7OSfur9rsA0Y7tJZKOSRTw377D1KHX4l6x3Xzjf/wE6Y6xaPqCiiiuEg5T4zfBD4XftB%2BC1%2BH3xe8Kpq%2Bkx6rY6nDAbmWF4ruzuY7m3mSSFlkRkliRsqwyAVOVYgt%2BO3xr8Dfs5/CXXPjb8TJryLw/4cszd6xcWNk9xJBbggPL5afMyopLHGThTgE4B62vmvWvgL8QfE/7T11qf7WXjs%2BLvhtptyusfCzSF09YLOxvl86a4GrpGmy5e2VIzZyuQgUuXVp0SVuiiozdqkvdjrbq%2B6Xm/wDg62sb0VGbtN%2B6tbd%2B6Xm/%2BDrax9H2F/Z6pYw6np9wstvcwrLBKnR0YAqw9iCDUtfPmjft2XWu%2BNvB5s/gjqMHgbx14n/sLwz4t1LWYLW61CYwTzJcw6dLiV7Zhbv824SBGR/K27tv0HUVaNSk1zK1yKlKdJrmVrhRRRWRmFFFFABRRRQAUUUUAFFFFABRRXiH7df7XMv7LHw2sNN%2BH3hxPE/xQ8c6h/Yfwq8EI/7zWNVccPJjlLS3U%2BfcTEhY4kOWBZc6UqU61RQgtX/X3Ldvoi6dOdWahHd/1/w/keX/AB7uD%2B23/wAFAfCX7KGjj7T4D%2BBl3ZeOvixOpzFda6VZtB0dv7xQ7tQlQ5XbHbg4LCvr%2BvHv2Hv2U4f2R/ghH4L1rxO3iPxjr2p3Gv8AxG8YTJtl1/Xroh7q6I/hTIWONP4Ioo17En2GtsVUhKSp0/hjovPu/m/wSNsTUhKShD4Y6Lz7v5v8Egoorkfj38aPBv7OnwX8TfHL4gXXlaR4X0ea/uwpAaXYvyxJnrJI%2B2NR3Z1HeueEJVJqMVdvRerOZK7PErV/%2BGgP%2BCo015H%2B%2B0L4AeBjbhu3/CR64FZwOzGLToFB7r9t7Z5%2Bm68N/wCCevwb8ZfCr9nqLxL8WrYR%2BPfiHrF14x8ertIMOpX7CT7Ng8gW8IgtgOgEHHFe5V1Y6cXW9nB3jBKK87bv5ycn6WKna9l0Cvnf9n8/8LX/AG6PjL8bD%2B9sPCNnpfw%2B0KcdPMhQ6hqIHv593Ah94fYY9e%2BOPxZ8O/Af4O%2BJ/jN4scDT/DOiXOo3CbsGXyoywjX/AGnYBFHcsBXEfsGfCjxF8JP2X/Dth48jP/CVeIPP8R%2BMZHTDtquozNd3Ct7o0vlfSIU6P7rCVKn81or/ANKl%2BCS%2BZzz96tGPbX9F%2BLf3EXjj/lIX8L/%2ByM%2BPP/Tt4Qr2avGfHH/KQv4X/wDZGfHn/p28IV7NXEbBRRRQAUUUUAFU/EOp3ui6Bfaxpvh681e4tLOWa30rT3hW4vXVCywRGeSOIO5AVTJIiAsNzqMsLlFAHyd%2B1n%2B1B8dbr4D32nN%2BzF8VPhVb6l4l8M6Tq3jjV9d8NhdM0y/8Q6bp%2BoTRyaZrF1cQSpZXV1IswjAiMe/epUGu5/Yf1PV9Ou/jF8LpvGWs654d8AfFqXRfCGq%2BI9duNTuzYtomkX80Ml7dSSTXPkX17fW4eV3dRAIyx8uva/Enhvw74x8P33hLxfoFlqulanaSWupaZqVqk9vdwSKVeKWNwVkRlJBVgQQSCKwfC/wH%2BB3gfwzpHgvwV8GfCmj6N4fadtB0nS/Dttb22mmdJEmNvFGgSEyLNKr7ANwlcHIY5APnP/gmXY/E34IvN%2ByJ%2B0e2saj8UPD3w28Nat4p8VTfGjW/GVlrxkW6tHvEOrBH02aS5tLmR7eOJY2V49skvlkR9h%2B0z408ST/tc/s8%2BBJfhH4hi0uL4qXtzH40kudOOmTy/wDCF%2BJh9lVFuzeCXDE5a2WLCN%2B8ztB9Z%2BEnwA%2BBHwA0270b4D/BTwj4Js9QnWa/tPCPhu102K5lC7Q8i28aB2A4BIJA4rh/2oP%2BS3/s4/8AZZr7/wBQrxRQBS/YoP8Awr//AITz9mG5%2BRvh94vnOjRH/oDagTe2RB7hfMmi9B5GO2B7nXhXxpb/AIUv%2B1h4D%2BO6Hy9H8YQnwR4qb%2BFJpHM%2BmTkeonEsBY9BcqPSvda3r%2B9JT/m1%2Bez/AB/M8nKP3NKeDe9GTiv8D96D/wDAXy/9uHz/APDJv%2BFH/tzeNPhRP%2B50X4p6WnjHw2vSMapbrHaapCvq7ILO4I/2nP0%2BgK8P/bu8H%2BI1%2BG2l/tBfDzTnufFPwn1hfEum28PEl7ZojJqFkD1xNaNKMDkuiV654J8ZeHPiJ4O0rx94Q1JLzSta06G%2B066j6SwSoHRvxVhWmI/eU4Vl/hfqv842fyZvhP3Naph30fNH/DJ6/dK6%2BaPN/wBt74L%2BI/jb%2Bz5qWm/D11i8Y%2BHbu38R%2BBbkjmLWLGQT249hIVaFv9mZq6j9nf41%2BHP2i/gj4a%2BNfhZGjtfEOlpcPaufntJxlJ7d/wDbilWSNv8AaQ12lfNfwuk/4ZN/bJ1r4EX37jwT8Ybi58TeApCcR2WuqobVNNH90TLtvI14GfPABNXS/wBowsqX2o3kvT7S/KXyZ0T/AHdVS6PR/o/0%2B4%2BlK8y/bA/Z1tv2ovgJrHwsh1ltI1ndDqPhLxBEP3mj6zayCeyvEI5GyZE3Y5ZC6/xV6bRXJSqTo1FUg7NO6OhNp3R5L%2BxZ%2B0fdftLfBODxF4s0caP400C%2Bm0H4h%2BHT97StbtSEuYsZP7tjtljOSGilQ55NetV8rftTaTrP7GXx0/4eB/D/AEq4ufCOrWsGmfHvQrGEuzWMfy2viCONeWmswSkwAJa2YnA8rNfT2g67ovinQ7PxN4b1a3v9O1G1jubC%2Bs5hJFcQyKGSRHXIZWUggjggg104ulDStSXuS/B9Y/Lp3i0%2B45JbrZluqHirwxonjbwvqXg3xLaG407V7Cay1CBZWjMkEqFHXchDLlWIypBGcgg1forkTad0Sm07o%2BCfjh8GvC/7OHxl8EeEfF/xs%2BJc2nyeDJ7Sx8ZFXl1VLe3NlZQeH9HOnWkUVpPP5nmyzDZPIFzuZI2MXe/sd/tVeEfh3o3/AAqjx/d%2BM5jfePZrKxnv7O/1W08Jm%2Bnf7Dol7qsxkL3OVXId28lruGFig8sV9ZanZf2lp0%2Bni7mtzPC8YuLZ9skW5SNyHBwwzkHHWvnX4A/sO%2BOPAVl4H8LfFv4oaJq3hv4ZqjeFPD/hbww2lw3l7GuxNTvy88zTXJJeZgpVTNM7ndgZ9NYmlXw7jW3X476rTu1povlv6KxFKtQaq7r8d9Vp3f8AS3%2BkaK5rwP8AGX4S/EzXvEHhX4efEvQ9b1TwpqR0/wATadpeqRTT6VdAZMNxGrFon9mA7%2BldLXmSjKLs1Y89xlF2asFFFFIQUUUUAFFFFABRRXzL8eP%2BCjGmWfxDu/2ZP2KfAR%2BMfxcgIj1DSdJvBHovhXOR5%2BtaiA0doq4Y/Z133DldqxjcGrWjQq15WgvXsl3b2S9f%2BAa0qNStK0F/kvNvZL1PRv2t/wBr74VfsdfDuHxl8QTe6lq2r3g0/wAHeDdCt/tGreJtSf8A1VlZQL80kjEjLfdRTucqBmvO/wBjX9lb4qH4jah%2B3H%2B2o9nd/GHxPpv2LS9AsphNp/w/0UtvXR7J%2BkkrHDXN0P8AXSDC4jUbr37K/wCwrffDv4hzftU/tU/EMfEv426nZtbzeJ5bYxab4btX5bTdFtWJFnbDOGkOZpzlpG%2BYqPoqt51KdCm6VF3b%2BKXfyj/d7veXktHtOpTowdOk7t7y7%2BS8u73l5LRlFFFcZyBXyv8AG2X/AIbR/bG0b9lrSj9o8AfCS8s/FPxVnXmHUNYH73SNGPZghH22ZCCMJApwWr0L9tH9prVfgD4J07wn8LtEi174n%2BO746P8NvDDNxdXxXL3U2OUtLZMzTScAKoXILrWx%2ByP%2BzZpP7LXwbtvh8mty61rt9dzat4z8UXS/wCka7rNyd91eye7Pwq/wRoifw16FBfVaP1h/E7qH5OXy2X95/3S17q5vuPTqKK8Q/ag%2BNc%2Bhato/hXwN8Xk0r7Fqu7xwfDiWV9q2l2rW8v2eZrWbeRB5/lGTbE7lOF2glhyUaM69Tkj/X9fmYzmoRuzof2ofgFqf7R%2Bg%2BGfANx4jgs/Ddr4ysNW8YafLAXbV7K0YzpZgg4VXuUty%2BeqIwHJr06vIv2Yfjld/ErU9f8AAeoeN9H8WSeH4bO5tvFfh6SJra%2BtrnzhGsoidhFcoYHDxkLwUbbhq9dq66rU7UZ7R2%2Bdnfo9dN9egqfJK811/Q8Z8cf8pC/hf/2Rnx5/6dvCFezV4z44/wCUhfwv/wCyM%2BPP/Tt4Qr2auc0CiiigAooooAKKKKACiiigArxn9qD/AJLf%2Bzj/ANlmvv8A1CvFFezV4r%2B1TeWln8b/ANm77VcJH5vxqvY497Y3OfBXijCj3NAm0ldncftBfCDTfjz8GvEHwo1G6Ns2rWJWyvVzus7tCJLe4XHOY5kjcY/u1l/sqfGHUfjT8GdP8QeKLYWviXTJpdI8YafgA2mrWreVcoQOgLDzFH9yRa9GrwPxO3/DM/7Wdp47H7nwZ8XpodL1w9I9P8RxJttLg9lW5iUwNgcyRxEn5q3p/vKbp9d1%2Bq%2Ba/FHkY3/YsbTxn2XaE/Rv3Jf9uzdn/dn5HvbokilHUMrDBBGQRXzz%2ByvK37Onxi8S/sTay5j0iPzfEvwqlkPyyaPPKTc2Cnu1pcuwC5J8maM4AFfQ9eRftgfBfxX8SfBem/EL4RNFD8Q/AGof214JuJG2rcSqpWewkPH7m6h3QsMgZZGP3arDSi70puyl17Po/wBH5N9jrxlOaUa9NXlDp3i/ij621X95Lueu15r%2B1f8As%2Bw/tIfB%2B58GafrZ0fxFp13Dq/gvxFGuZNH1i2bfbXK%2BwbKuP4o3de9bPwD%2BNfhT9oX4UaT8V/CCyxQajCRdWFyu2fT7pGKT2sy9VlikVkYeq5HBBrsazjKrha91pKL/ABX9fNeTOiMqWIoqUXeMl%2BD/AK/qx5b%2ByR%2B0PL%2B0N8MGv/FOijRfGfh2%2BfRvH3hpj82l6rDgSqOuYn4lifJDRyKck5x6lXzl%2B1J4G8ZfAL4nJ%2B3b8DfD1xqUtrYx2PxZ8I6emZPEOix5K3cKdHvbMFmTvJFviyPlFe6/D/x/4N%2BKngnS/iP8PfENvquia1ZR3emajaPlJ4nGQR3B7EHBBBBAIIrfE0oWVakvcl0/lfWP6x7x80xUpSvyS3X4rv8A5%2BfqjUvLO01C0lsL%2B1jngnjaOeCZAySIwwVYHgggkEHrXyL4W1a9/wCCXPxIg%2BGHjC7lf9nfxZqpXwbr87Fl%2BHupTyZ/sq6c/d02aRj9nnbiF28pztKvX19WX418FeEviP4S1LwF498OWer6Lq9nJaanpl/AJIbmFxtZHU8EEGpw2IVK8KivCW6/JrtJdPmno9OiMraPY01ZXUOjAgjIIPWlr5B0fxb8Rf8Agl1fw%2BCvitqGreK/2eZJVh8OeN5t91qHw%2BDHaljqRGXn04ZCxXfLQjEcuV2OPrXRtZ0jxFpFrr/h/Vba%2BsL23SeyvbOdZYZ4nAZZEdSQykEEEEgg5pYjDSo2knzQe0ls/Lya6p6rzVmyUbehZooormJPB/2lP%2BCdvwA/aM8YQ/GS0Os%2BAfidYxCPTPin8O9R/szW4lGMRzSKCl7DwAYblJUK5AAzmuAi8b/8FWv2U/8ARPiH8M/Dn7SnhO34HiLwPLD4d8WRRDkvPpty/wBhvHA4H2eaEtj/AFY6H63orqhi6igoVEpxXR9PR7r5O3kdMMVNRUJpSiuj6ej3X328j5g8J/8ABYT9hW%2B1mHwd8X/iJqnwh8SSHD%2BHPjR4duvDM6H0828RbaT6xzOO%2BcEV9DeCfiN8PfiXpQ134ceO9G8QWLYxeaJqkV3Ec9PniZh%2BtWPFPhHwp440WXw3418MadrGnTjE9hqllHcQyD/aSQFT%2BIr5%2B8af8EfP%2BCY/jrVTr2ofsW%2BCdMvjkm88K2DaJLk9Tv09oSD75zVXwE%2Bko/dJfjysd8FPpKP3SX48rPpKivlX/hzR%2BxFafu/D6fFLSYR0t9N%2BOvipIx7AHUTgUH/gix/wTwvznxd8LvFXiUn7y%2BKfiv4k1GNh6GOfUGjI%2Bq0vZ4H/AJ%2BS/wDAP/tg5MH/AM/H/wCA/wD2x698Zf20P2Rf2eIJZvjn%2B034E8KNDndba54qtbediP4ViZxI7f7KqT7V4zJ/wVW0z4uD%2Bzv2EP2UPib8abiUYttft9Cfw74bB7l9V1VYUZR1zBHMSOgORn1H4Of8E%2Bf2GP2fZ4r74Mfsi/Dvw7eQkeXqWn%2BErUXgx0/0hkMp/Fq9hp8%2BBp/DFyf95pL7o6/%2BTD58HD4YuT82kvujr%2BJ8iT/sh/tyftdAt%2B3V%2B0vbeDfB9x/r/hJ8C7i4s0u4j/yy1DXJQt5OpBKvHbLbI3qwr6N%2BCPwF%2BDH7Nnw9tPhT8Bfhlo3hPw9Y5MGlaJZLDGXIG6R8cySNgFpHJdjySTXXUVnVxNWrHkekeyVl93V%2BbbfmZ1cRVqx5XpHstF93X1d2FFFFc5gFcB%2B0p%2B0l8Nv2WPhhcfE74k3dw6GdLPRtG06EzX%2BtahKcQWNpCPmmnkbhVHTlmIVWIo/tO/tXfDH9lnwvZ6l4wF7quva5c/Y/CPgvQYPtGreILwjiC1gHLdRukOEjByzDjPn/AOzv%2BzD8T/GvxPt/2xf22Hs7rx8kEkfgvwVZT%2BfpfgGzlGGigbpcXzrgT3mOf9XHtjHzdtDDwUPbV9IdF1k%2By8u8tl0vKyVKKtd7Fn9kT9nn4kS%2BNNS/bK/avt7dvil4ssFtbDQ4JRLbeCdF3b49Jtm6PITh7iYY8yXgfKgz9CUUVhXrzxFTnl6JLZJbJeS/4Lu22JtydzkvjR8U/wDhUPg%2BHxJD4ZuNXubvWLLTLKxgmWFWmubhIVaSV/lijXfuZ27DABYgH5YvPCXjzxdqvi/4WaH8DYrTxTNdXmv6XZ6tq0en6rod5dyMz3tpqMcTxahZG4YMSC0igiKWIFVQ%2BjeOPj34vvhrPh39or9ma7uvAWo%2BH73UZ4LCwkubrS7GG58tJNQ37YVeWMGdUgkeaLY2V%2BTfXffBX4HeGvDes2/xJj8S%2BLtUltdOudM8Px%2BKfEAvls7CSZGLQkZLCUQQMHkZ5NiICQS4PoUmsFRbktXs73T6paPprdPv1Wj45r287Lb%2Bu6%2B47zwboL%2BHPDlrp93FZi9MSvqc9haLDHc3RUebNtUAAu%2BW9eav319ZaZZTalqV3Fb29vE0txPPIESNFGWZmPAAAJJPAAqWvnn9rHWtT%2BP3xA0z9hXwHfzRxazbLqfxU1S0cqdN8PB8fZA4%2B7PeuPJUdREJWIxg1wUqbr1bN2W7fZdX/l52RWJrrDUeZK72S7t7L/N9Em%2BhseI9V0vXf29/hNreialb3llefBLxzNaXdrMskU8Tar4PZXRlJDKQQQQcEGvbq8R8RaTpmg/t7fCXQ9FsIrWzsvgj45gtLWBAscMSap4PVUVRwFAAAA6AV7dWLtfQ6Fe2u4UUUUhhRRRQAVT8Q%2BIdA8JaBfeK/FeuWemaXplnLd6lqWoXKQ29pbxoXkmlkchY0VVLMzEAAEkgCrlFAHkGmftffAP49WuofD/9kT9r34QeIfHcmnyTaTaW3ii11tYdpUNNLaWV2k0sS5GQrpyQNy5zS/sn/tC%2BI/iz%2BxD4J/ad%2BLFrp8Wqax4Bt9e8QRaBaSRWyyG382UQRSyyOqcHarSOQMAsetel%2BNNB1XxR4Uv/AA7ofjbU/Dd5eWzRW%2BvaLFayXdi56SxLdwzwFx2EkUi%2BqmvOf2a/2UIP2aPgp4a%2BAWlfHTxn4p0DwuGt7RfFdvozy3On/ZTbx6fMbTT4FaBCRKGVVmZ1AeV4yYyAcJ%2Bxr%2B1L8fPip4w0bwr8f9N8JI/jf4T6d8QPC6%2BE9Pubf%2By7e4lCT6ZdNPcTC6khE1ptu4xAspeX9xFsG7mf%2BCjOs%2BBPi58Yfgb%2Bzb4I%2BNOgWXxMs/irPrulaFDrcB1Kze38I%2BI5re6ktdxlWAzLEjOV2kSYzyK9Y/Zm/Yr8Bfswaq%2Br6B8QfFviWW28MWPhnw6PFl7azDQNCs3ke3021Nvbwlo1MnzSzma4kEcXmTP5a4j/AGoP%2BS3/ALOP/ZZr7/1CvFFBjicPTxWHnRqfDJNO2js10fR9U%2BjSfQ7T4B/Fy0%2BNnwwsPG4sTY3%2BXtNd0p/v6dqELGO4t2B5BWQHGeqlT3rp9a0DQvElkNN8RaLaX9sJ45hb3tssqCSNxJG%2B1gRuV1VlPUFQRyK8Z8bN/wAMx/HtPixH%2B68EfEG6gsfF4HEel6vgR2uoHskcwxBK3ADCJiea9xoV0cGWYipXoyw2J1q0/dlp8S%2BzO21px17KSnHojkvi/wDFvTfhLotlcvoF/rGqaxqC6doGi6cEEl/eMjOsXmSssUI2oxLyMqgKepIU6vgHxvo3xG8JWfjDQo7iOC7Vg1veQGKe3lRikkMqH7siOrIw5wynBI5rhPHvwY1C98XLqM3j3VT4Xv8AX7XV9X0OSBJo4Lm12zLIszuHggZreHdEoYb8sNodqqQftM65eal4f1m0%2BHkEXhfxLr0OmaRf32tpFf3/AJuQtzBabCHiHLkGQOIlL7T92t/ZqUFy6v8ArQj69Vo4uX1h8sNEla/XWV10u4rW29rXWvF/EwS/sR/HO5/aC02Jl%2BF3j/UIo/iVaxj5PD%2BrPtjh1tVHCwy/JFc4xg%2BXKc/NX0hDNFcRLcW8qvG6hkdGyGB5BBHUVV8QaBonivQrzwx4l0m3v9O1G1ktr6yuog8U8LqVdHU8MpUkEHsa%2Befg/wCJda/Yv%2BI2nfsqfFPVbi58Ba5cmH4Q%2BLr6Uv8AZm5I0C7kbpKgz9ndj%2B9jGzO5Ata2%2Bt09Pjiv/Akv1ivvj5o2T%2BoVrP8AhTf/AIDJ9P8ADJ7dpO20kfSVfK/ivS9Z/wCCcnj7UPit4P0u4vPgV4l1BrrxpoFlC0j%2BB76Rv3mq2sagk2EjHdcQqP3TZlQbS619UUy5tre8t5LO8t0lilQpLFIgZXUjBUg8EEcYrPD1/YtqSvF6Nd/8mt0%2Bj7ptPuqU%2BdXWjWz/AK6d0QaHrmi%2BJtGtPEfhzVra/wBPv7ZLixvrOdZIriJ1DJIjqSGUgggg4INWq%2BWNT8HfEL/gnTrV14y%2BEPh7UPE/wNvbp7nxB4G0%2BJpr/wAFO7FpL3TEHM1iSS0toOYsl4vl3JX0b8O/iN4F%2BLfgrTviN8NPFdlreh6tbifT9T0%2BYSRTIfQjoQcgqcFSCCAQRTr4f2aVSD5oPZ/o10a7dd02tlTqcz5ZaSXT9V3X9M1b%2BwsdVsZtL1Syiuba5iaK4t7iMPHKjDDIynhlIJBB4INfLOo/szfHn9iTV7nxz%2BwTbQ%2BIfAtxcPc658BdZ1DyYIWY7pJtCunyLFySWNpJ/o7Fm2mM4r6ropUMTUoXS1i909U/%2BD2as10fR7qTR5X%2Bzb%2B2P8EP2oYb3TPAus3Wm%2BJ9GOzxL4E8S2hsdc0STjKXNpJ86jJAEi7o2/hc16pXlX7Rn7GXwJ/aclstf8c6Fd6Z4p0cE%2BHvHfhe%2BfTtc0hueYLuLDheSfLfdGc8oa8zTXv%2BCin7J48jxT4dtf2h/BVv01bQUg0nxfZxD/nrauVtNRIXABieCRzklSa39hh8RrQlyv8Alk7fdLRP0fK/Udoy2PqGivF/gr/wUD/ZT%2BOWv/8ACB6H8S00HxfGwS58C%2BNbSTRtagkP8BtLsI8hHrHvX3r2iuWrRrUJctSLi/NW/r5XXmS01uFFFFZCCiiigAooooAKKz/FHizwt4H0K48UeNfEun6Pplom%2B71HVLxLeCFfV5JCFUe5NfPOrf8ABSzwR4/1Cbwn%2BxN8JvEvxv1mOUwvf%2BF4RaeHrWQdRcazchbYDqf3PnMcYCk1vRwuIxF3TjdLd7Jerdkvv%2BQ1GUtj6Vd0jQySMFVRlmJwAK%2BafH/7d2vfFPxXffBH/gnx4Ns/iP4otJTb6340up2Twn4Xfubq8T/j7mXIP2W23OedzJg1Tb9jf9on9qZhqH7fvxsi/wCEdlO7/hT3wxnnsdGdf%2BeeoXxK3eojGN0eYYdwzsIr6N8DeA/BPwy8KWXgT4c%2BEtN0LRdNhEWn6VpFklvb26D%2BFI0AVR34HU10WwmF1bVSXZX5F6vRy9FaPmyvdj5/keU/s1fsXeH/AIMeKLz43fFLxpefET4r61b%2BTrXxA12BVkih6/Y7CBcpp9oCTiGPlurs5xj2yiiuWtWq1589R3f9aJbJLoloS227sK4X4yftFfDf4H6n4a8N%2BK7i8u9b8X61Fpnh3QNHtftF7eSMw8yVYgQRDChMkspwqIvXJVTzn7Sn7WGkfBS%2BsPhf4B8MT%2BNPib4iiY%2BF/AmlygSyrnabu6k%2B7aWaH78z4HBChiCBV/Zp/Zb1b4eeI9Q%2BPfx58UweLfiv4jtli1fXo4StppNrncumabG3MFqh6n78zZeQkkBd6dCEKXta%2BifwrrLz8orq%2Bu0bu7WEqjlLkhv1fRf8Hy%2Bb8/SviT8O/DvxX8G3fgHxf9pfStQMa6jbW1y0X2qFXVmgdl5MUgXY6gjejMp4Y1txRRwxrDDGqIihURRgKB0AHanVzvxX%2BKvgP4JfD7VPih8S9fi0zRdItzNd3MvJPOFRFHLuzEKqDJZmAAJNc0eedoLXXRebLnKFOLnJ2SWr8kc7%2B0z%2B0Bpn7PPw6/4SKPR5NZ8Qardppng/wzasBPrOpy8Q26ei5%2BZ36Iisx6YNL9lT4B6n8FPBl9rHj/WItY8e%2BL786v4819F4ur1lAEMWeVt4ExDEnACrnALGuU/Zz%2BGHjz4rfEQ/tlftE6BLp2tXNm9t8PfB13yfCmlSdWkHQX9wMNM3VF2xAgBhXvldFWUaFP2MXd/afn2XkvxfkkcWHjLE1frNRWS%2BBPonvJrvLot1HTdu3jPjj/lIX8L/APsjPjz/ANO3hCvZq8Z8cf8AKQv4X/8AZGfHn/p28IV7NXIegFFFFABRRRQAUUUUAFFFFABXjP7UH/Jb/wBnH/ss19/6hXiivZq%2Bdv2928eQeNv2fNR%2BGaRy61ZfGm6ubWzmOFvFj8G%2BJmktyexkjDoD2ZgeMZqKk/Z03KzdtbLf5GdWp7KlKdm7K9lq3bsur8up7r428GeGviJ4R1HwL4x0uO90vVrN7a%2BtZOjxsMHnqD3BHIIBHIrzL9nPxt4l8GeILz9ln4tarJc694dtRN4b1m5PPiDRs7Yp8954uIph1yFfkNmvRfhz8QPD3xQ8HWXjXwzMxt7tDvhlXbJbyqcPDIv8LowKkeo9K5v9oL4L3HxZ8P2eq%2BE9YXR/GHhu6N/4Q17bn7LcgYMcmOWglX93InIKnOCVFOE4VIKcHdPVM8nG051OTMcF704rZf8ALym9XHtf7UG9pKzspyt3WoafZatYT6XqVqk9tcwtFcQyDKyIwIZSO4IJFfNfxD%2BGfhX4R/EfQ/DtvfeOUsD4faO01mzub7UNRlWMxwx6VZyop%2BxqEzI771d92STsZl9f%2BAfxst/jH4auU1bSG0bxRoVz9h8W%2BHJ2zJp14ByB/ficfPHIOHQgg5BA6nxloE3ivwhqvha31efT5NS06e1S/tgPMtjJGyCRc/xLnI9xW9Ko6b8isRSwuc4ONei0%2BsXbXS94tNpp3VmnZxkne1nfyD9m74x%2BF9FsU%2BHfiLXtVN1feI7mHS47yO7vINNaTzJYtMk1GQMkk6xxsxVpCyl1jH8K16d8W/hN4B%2BOPw91L4X/ABM0CPUtH1WDy7mByVZSDlZI2HMciMAyuuCrKCDxXGfDf4B%2BI9Dm8PTfETxFojaf4RgH9gaB4b0c2djBMI2T7S/mPI7OFZsDIALMTkkY9WBBGQcg9CKqpNRq89N6/r5bF5ZSxH1L2WJjpsk1ra2t1eXVtLXbotEvnn4R/GHx7%2Bzp480/9lz9qjxBJfw6hL9n%2BG3xMu8LHr6AfLYXrfdi1FF4BOBcAbl%2BfIP0NXO/FX4UfD742%2BA9Q%2BGfxR8MW%2Br6LqcWy6tLgHgjlXRhho3U4ZXUhlIBBBFeGaJ8VviZ%2BxBqdt8Pv2mtevPEnw1mnW38M/Fmdd8%2BlBiFjtNa2jjqEW9A2N8vmbSSa2cI4v3oK0%2Bq7%2BcfPvH5x7FKpPL3y1Xel0k94%2BUvLtP5S6Sf0rXzp4%2B/ZX%2BJPwQ8aaj8d/2FL2w06/1K4N34t%2BF2qzGLQvEsn8c0JAP9nXzAf65B5bsF81Ty1fQ9neWmoWkV/YXUc8E8ayQzQuGSRCMhlI4IIOQR1qSsaNeph5Pl2e6eqfk1/wAM1ummehOEai1%2BT/yPKf2ef2vfhr8f7288Emzv/CvjrRkH/CRfD/xRCLfVNPP98ITi4gPBWeItGwZTkE4r1avOf2gf2Vfg5%2B0nY2b/ABA0S4tta0lzJ4e8W6FdtZavo0vaS1uo8PHzyVOUb%2BJWrzBPiB%2B2h%2ByV/ofxe8J3Pxq8DQcR%2BMfB9gkXiSwiHT7Zpq4S9AGAZbYhyFLGIk1v7ChidaDtL%2BVv/wBJk7J%2Bjs/NmfPOnpU1XdfqunyuvQ%2BlaK4f4IftJfAz9o/QX8Q/BX4l6Zr0UB23ttbylLqyfOPLuLdwstu%2Bf4ZFU%2B1dxXJOnOlNxmmmuj0NoyjJXTujjPjR%2Bzr8B/2i9A/4Rf46/CDw94sslBEUWuaVFcNAT1aJ2G6Jv9pCD7142v8AwTkuvhriX9kz9sD4q/DSOL/j10GTXV8Q6LCP7q2erLOUHtHImO3bH0vRW1LGYmjHkjJ8vZ6r7mmvwRalJaI%2Baho3/BWj4ef6Pp3jX4H/ABNs4f8Alrq%2Blan4av5h7mB7yDP/AABRTh%2B07/wUI0T5PFH/AATHkv8AZ9%2Bfwl8YtJuVYeqreLat%2BGM19J0Vp9chL46MH8nH/wBJkl%2BA%2BZdUj5t/4bk/aFtv3eqf8EwfjKkg4ItL/QJ1z/vDUhmg/toftX6p8nhX/glv8TpXPT%2B2PFnh2xX8S1%2B2PyNfSVFH1nC/8%2BF/4FP/ADDmj2/M%2BbD8Z/8AgqF4z/0Xwn%2BxD8PvB5b7t745%2BLhuwv1h06yk5%2Bkn4imn4Ef8FJ/ibz8U/wBt7wv4HtJBtn0v4TfDtGlKnqFvdVluGU4/iWFT3GOlfStFH13l/h04R/7du/8AyZy/IOfskfO3hn/gl5%2BytDrtv4x%2BMtj4j%2BLmvWr7oNX%2BLniSfXPKP%2BxaykWkftshXHavoLTNL0zRNPh0jRtOgtLS2jEdva2sKxxxIOAqqoAUD0FT0VhWxOIxFvaSbttfZei0S%2BSRLlKW4UUV4d8Uf29PhN4W8VTfCj4OaTqfxT8ex/KfCPgNFuTaNnAN7dki3sEB4YzOGHZW6UqNCtXlanG/6ebeyXm2jOdSFNXk7Ht888NtC9zczLHHGpaSR2AVVAySSegFfN/in9rT4j/tGa7d/Cj9gPTrTUlt52tfEHxg1a3Mnh/RGBw62g4/tS6UdEjPkqSu98ZWmJ%2Byv8dv2pp01r9unxxb2nhpnElv8HPA19KmmsM5A1O9%2BWbUWHGYlEcGV%2B64NfRHhvw14d8G6DaeFfCOg2el6ZYQLDY6dp9skMFvGowEREAVVHoBiulfVsLq7VJ/%2BSL/AOSf3R82Z/vav91fi/8AL8/Q4D9nL9lf4ffs5WGoajpV5f6/4r8QSLP4t8ceIJvP1PWpwODJJ/BGvRIUxHGOAM5J9Morh/jz%2B0N8NP2dPCcfif4hanM015OLbRND02A3GoaxdnhLa1gX5ppGJAwOBnLFRk1zylXxVa7vKT/r%2Btkl2RUpUcNScpNRiv6/rq33ZtfE34neAvg34F1H4lfE3xPbaPomlQGW9vrp8Kg6BQBy7sSFVFBZmIABJArxL4Y/Dnx5%2B1l8QdM/aU/aI8NXOjeFtFuBdfDH4baguJIXx8mr6knQ3ZBzFCci3U55kJIsfDj4C/Ev49%2BOtO/aE/bE06G2Olzi58C/C2GcT2Xh9v4bu8YfLd3%2BDw3%2Brh52Dcdw%2Bg62coYWLjB3m930XlHz7y%2BS6t8UYVMdNTqq1NaqL3k%2BkpLousY%2BjlraKK4T9oP476H8BPBC69c6XPq%2Bs6ldLYeF/DViR9p1jUJOI7eMdhnlnPCIGY9MHe%2BJ3j/TfhZ4B1T4g6tpOpX8Gl2plax0ewe5urhsgLHFGgJZmYgdgM5JABI8z%2BAnwa8c%2BIvG7/tQ/tI2cQ8ZXts0Hhzw5HL5tv4Q09%2BtvGej3UgwZ5x1PyLhBzhTjG3PPZfi%2B3%2Bb/UWOxGIc1hcN/EkruVtIR25n0b6Qj1ertGLbr61cazeft3fCK78RaZFZahL8DvHD31nBc%2BckEx1TweXjWTau8K2QG2jIGcDOK9xrxnxx/wApC/hf/wBkZ8ef%2BnbwhXs1ZHpRVopXuFFFFAwooooAKKKp%2BIdDsvE2gX3hvUp7yK31CzltriTT9QmtLhEkQoxingdJYXAJ2yRsrocMrAgEAFPx94pv/BPg3UPFel%2BCdY8SXNjbmSDQtAWA3l82QBHF9olii3HPWSRFHUsBWL%2Bzz8bPDf7SXwM8J/H3wfoup6dpfjDQbbVrDT9ajiS7topow6xzCGSSMSAHB2SOuRwxHNcvoP7MWifBJL/x38ELnxpr/ieLTZYtL0n4hfHnxTe6VcSNjCyi9uL%2BOHkD98ttI6c7Ryaw/wBhb4X/ALS37P8A%2Byj8PvgT8WvB3gVNX8J6bHo2oXXhzxreXttJaQWZEV1GZtMt2aV5wqNAVVUjYyCaRgImAOj/AGSv2oT%2B1x8MNO%2BMmjfAjxr4O8O67othq3hm/wDGMukZ1izu4jLHJFHp%2BoXTxbU2FlnWJv3qgBiHC5n7UH/Jb/2cf%2ByzX3/qFeKK5L9jL9kjxd8B/i14l%2BIj/Bv4Z/CnQNV8MafpVv8ADz4S6rPd6bc3VvNcSPqk5fT7CNLgpKkACQFmSPMkr4jWOX9qfwH4M0H9rX9nb4v3uu69FqN58WrvTDb3HjDUW0va3g3xLs26c1wbJJiwUecsIlOSN%2BGIMznCnFyk7JdWB63oXwsu/CHxYv8Axt4S1iO20fXoGk1/RGiJWS%2BG0JdREHCMy5En97apxnkdPrXiDRfDlvHea7qUVrDNcxwRyzNhTI7bUUnoMsQBnuQO9XK4Xxj4W8b/ABCu7rwj4m8R6fpGgXsc8AstO/fXmoQEBW3PKoWL5S2QisRuBDgjNc8o/VabVGN222l0u9e%2Biv8Ai3ZdDhnFYKi1h4Xcm2l0u9erSim%2B3Vuyu7PC%2BOvwi8XR%2BJbb9oP4EJDH420e28m802aTy7fxJYA7msZz0VxyYpT9x%2BD8pOOs%2BDfxi8I/G7wZH4w8JyTRFJmttT0y9j8u6027TiW2njPKSIeCD1GCMggmv4b%2BJ/gy3vNP8G6Fb6rcWXm/2fZawYJJraSVEYiPz2JZziNxvOVJX72SM7ukeBfB2geJtV8ZaJ4ctLXVNcEI1e%2BgiCyXflKyxlyPvFQxGeuMDsK2pVYVVeLv3OTDUEsa6%2BFmuSf8SOtua2k4u2kntL7M1aXxK8revaHpHifQ7zw14g0%2BO7sNQtZLa9tZlyk0MilXRh3BUkH618%2B6V4k8YfsH6hB4R%2BIuo3uufByaVYdB8WXBaa68IFjhLO/blpLPJCx3J5j4STjaw7TTP2jNf8Z/ECbw/wDDnwXBfaVa3BSO6vrmW2l1aKKXybuaxLReTMkDsmf3g3/MBjKsfU9Q0%2Bw1ewn0rVbGG5tbmJorm2uIw8cqMMMjKchgQSCDwQa6adTlTjJXT6fqvP8A4Z6Ck8Pmr9vhJ8tSm2lOzs%2B8XtzwbWvVO0otOzktle2epWcWo6ddxXFvPEskE8MgdJEYZVlYcEEEEEdaZquk6Xr2mXGia5ptveWV3C0N3aXUKyRTRsMMjqwIZSCQQRgg14Bc/Dv4q/sYXcviD4C6LfeL/hk8jTan8OY5fMv9BycvNpLOf3sXVjZsev8AqyNxWvYvhP8AF/4cfHDwdB48%2BF/im31XTpmKM8RKyQSj70UsbAPFIvdHAYelE6biueLuu/8An2f9JnThceq83h68eSqlrF6pr%2BaD%2B1H8Ve04p7%2BK3HwV%2BNv7HF3L4h/ZQtZfFvw/aVptS%2BEWoXu2fTQTl5NGuZD8g/i%2Bxynyz8wjZCwFeqfAr9pH4S/tFaLcal8Odfc3unSeTrnh/UrdrXUtIn6GG6tpMPCwII5G1sHaWHNd3Xlvxy/ZI%2BGfxq1q3%2BINvdaj4U8cadFs0nx34UufsupW69o5GAK3MPYwzK6EEgAZzW/tqWI0raS/mX/ty6%2Bq173D6vWwmuG1j/I3p/24/s/4XePblPUqK%2Bd0%2BPP7TP7Mv/Eu/aq%2BHb%2BMvDEHC/FD4e6Y8jxRj/lpqOlrulhwAWaS382Mf3Vr2b4YfFz4YfGrwtF42%2BE3j3S/EOlTcLeaVeLKqtj7jgHKOO6sAw7gVlVw9SlHm3j3Wq/4Ho7M3oYyjXlyfDP%2BV6S%2B7qvNNrzOJ%2BNn7FH7Pnx015PHeveFbjRPF1uuLLxz4Qv5NL1m3OMAi6tyrSAdkl3p/s1xg8G/8FEvgL/yI3xG8M/GrQYfuaV41jGia8qDgRpfWyNbXDY6tLDGT3b1%2Bi6K0hjK0YKErSiukle3o918mvQ1lRg3daPutP8AgP5o%2Bd0/4KM%2BAPApFl%2B1H8G/iB8JrhDtmvfEvhuS70kv3CajYefblf8Aadk%2Bg4r1z4ZfHr4IfGizF/8ACL4veGvE0RXcToWtwXRUf7QjYlT6ggEV1bKrKVYAgjBB715N8TP2EP2N/i/enVvH37N3hO5v2fcdVtNKSzvC3r9ot9kuf%2BBVXNgKm8ZQfk1JfdKz/FitiI7NP10/LT8D1qivn6b/AIJ3%2BCNJcf8ACrf2jfjR4KhRFWGx0H4lXM9tGFAAxDfi4ToBkkZPUkk00fsqftc6N%2B68If8ABSbxiIR92PxD4F0PUD%2BLi2iY/mKXsMLL4ay%2BcZL8uYPaVVvD7mv%2BAfQdFfPn/CgP%2BCgcY2w/8FDtIYetx8FrRm/8dvFH6Uf8M7/t7XPy33/BRiGIHqdN%2BD2mxt%2BBlmlH6Gj6rR/5/R/8n/8AkQ9rP%2BR/h/mfQdNkkjhjaaaRURQSzMcAAdya%2Bfv%2BGLPjX4iGfiR/wUU%2BLt9n7yeHY9I0ZW/8B7HcB9GB96E/4JjfsraxIt18VrTxh8QrhTnzviB4%2B1TVFP1hkn8k/TZR7HBx%2BKrf/DF/%2B3NIOes9ofe1%2BlzpPiX%2B3z%2Bxx8Jb7%2BxfF37Qnh2TVC21NE0S6Op6g7f3Ra2YlmyfTbXKt%2B1r%2B0v8XD9j/Zi/Yu8QR28nyp4r%2BLV0PD1hHnpItriW9nX28qPPqOM%2Bw/DX4I/Br4NWJ0z4R/Cfw34YgK7Wj0DRILQOP9rylXd9Tmuop%2B1wVP4Kbk%2B8np/4DG34yDkrS%2BKVvRfq/wDI%2Bcm/Yx%2BMfxwH2n9tD9p7Vtd0%2BXmbwD8Pkk0DQyD1imeN2vLxP%2Bukyj/Yr2z4Y/Cb4Y/BbwpD4G%2BEngDSPDmkW/Men6NYJbx7scsQgG5j3Y5Y9STXQ0VlVxVetHlk/d7LRfcrL5u78yoUoQd0te%2B7%2B8KK8o%2BMn7ZXwY%2BD/iBfh7Fe33ivxpMv%2BieBfBtodQ1SQ%2BrxodtuncyTNGoHOa4x/g/%2B1L%2B1V%2B//AGkPE7fDjwVN/wA058FasX1K/jP8Go6nHjapGQ0NrgENgyHFOGGlyqdR8se73fot3%2BC8zmqY2HO6dFc810Wy/wAUtl6ay/umt8Sf2wbzW/F138Ev2RfCUPj/AMbWz%2BVql755TQfDjHjdf3i5Bccn7NFulbaRhOtavwM/ZQsvAPiyT42fGLxfN47%2BJd7AYrnxTqNuEi06E9bXTrcZWzgGT93Lvkl2bOB6H8Ofhp8P/hF4QtPAPwx8H6foWjWCbbXTtNtlijT1OB95j1LHLMeSSakv/H3hLTfGdh8PbnV1OtajbyXFtp8MbSOIUB3SybQRFHkbQ77VZvlBLcU5VkounQVl1fV%2Br6LyWndshUPfVXFyTd1ZbRi3tZPeX953fZRJ/FvirQvA3hfUPGfii9%2BzadpVnJdX04jZzHEilmIVQWY4HQAk9AK8P%2BIfxzPjPxtoGm2/jjxN4D02LzodXW4sorW4s9RkeH7CbtJ4nDWsgMqBkfb5kkYbnBXJ/aH1nVdA8S%2BN28ZfEy607Gni70DSNY1RING1vSBZNHd6eVb92Ji5uG8w4kUmEklFweu%2BG3wU8Y6x4g0PxR421rS9T8OWnhmaztILvTm%2B3ahaXKwPHb3qMzQnySr4K7t24fdw25whTpw55f1p6ank4rGYvHYl4airJNX%2BU2rtqUZRWm27TW90dv8AAjx7q/xB8B/bfEklrJqumand6Vqs9l/qZri2maJ5E9A23djsSRk4zXZVU0LQNC8L6RB4f8M6Na6fYWqbLaysbdYoolznCooAUZJPA715T8VvjN4x8a%2BMLj9n39m2eGTxFGFHifxVJEJbPwtC3du012wz5cHY/M%2BFHPNJpybWx6lXFxyzBw9u3KekUlrKcuiiurfVuySTlJxV2ReOP%2BUhfwv/AOyM%2BPP/AE7eEK9mrxDxDZXGmft6fCXTrvVJr6W3%2BCPjmOW9uQokuGXVPB4MjhAq7mIydoAyeABxXt9SejFtpNqwUUUUDCiiigAooooAKKKKACvCv2yPDWj%2BMPih%2Bz34a1%2B1E1pd/GK%2BSVM4I/4orxQQwPZgQCD2IBr3WvGf2oP%2BS3/s4/8AZZr7/wBQrxRWdajSxFGVKrFSjJNNPVNNWaa6ppiaTVmdf4H8U614Y1xPhZ8RLwy3gQnQ9YkGF1SBexPadB95e4%2BYda6zXNHg1zTJ9OlkaJpoJI0uIwN8JdCpZSQcHBNVPGvgvRfHmhvoetRuBvEltcwttltpl5WWNuqup6H8DkEisHwX421vSNaT4a/E2RF1baTpeqKm2HV4l/iXsswH34/xGQePnsPWqZNWjgcXJyoyfLSqN3tfalUb%2B10pzb/eK0ZP2qTqZNJLklqn/Vn%2Bj/U4PxDoGt%2BDde8O%2BH/FPxF022ey0yZ9Nvkslgt9OhhSKKSdI5nk826czYB%2BYKpIAGSW6X4Z/FrR7G1Oh%2BL/ABddXE8%2BpEaZJfQFpktZX2W/2l4oljiZ3DBA2CQVGWPJ9C1HR9J1fyv7V0u3ufIlEsH2iBX8tx0Zcjgj1HNee%2BEfhJ4xgitdB8U3OnR6da6ob%2B%2Bms5ZJbjWrhZRJHLMZF/djIUlAXxsVVIUDHc8NXw1dOjqn6volrr9z/wCAjxng8Vg8UpYfVP1fSKtLVLZOztpbvaJFffDOL4Nw6j8R/Dcup6ymieH9QbR9Kv76Sf7Hu2y/Z4EVNzoxjx87FlAVVOOnnnhf4jQaP420jxh4c8Wa34xnewlTWrmw1GSW31q%2BniSSGxtITILZRFu8xpBgRBwhYlm2/SdcX8SPhZrni7xDpXinwl43/sO902zurPzG05blRBcGIyPECyiKceUoWT5sBmBU549czx%2BVVYKM8HootPlW9%2BZXavJLZJWd9FZWV09P4a/EG3%2BI2hXGqpo1xp1xZalcaff2NzLFI0NxC5R1DxMyMM8gg9DggEEDgPip%2Byub/wAYz/Gv9nzxcfAvj2QA3t9b2/madroXpFqNqCFmB5AmXbKmchjgCuA8NeH11/Ul8J%2BHL3XW8Rad4q%2Bz2FnHdXUMfh2xgvGaW5uGwiPNcojOxIYOs0aKCvLfT9XCpKm7xKwM453hOTEwu42tJOz5ve1TSTjJW1s%2Buu7gvFvAn7XC6P4mtvhP%2B1N4SX4feLbh/K0%2B4uLjzNF1xh/FZXpAUseD5EuyVdwGG617TWT448B%2BCviX4ZuvBnxB8K2GtaTeJtudP1K1WaKQdjtYHkdQRyDyCDXjS/An9oP9nMfaf2W/HqeJPDUPP/CtvHl/I4gQf8s7DUcNLBgABY5hLGPVa0tSq7e6/wAPv6fPTzOlVMyy/SonWp/zJL2i/wAUdFP1haXeDZ73Xj3xN/Yg%2BC3jvxTL8TPB41TwD4zl5fxh4Cvjp13Oc5/0hFBhuwT1E0b5HGRTvAX7aPwu13xFD8OvinYaj8OfF8vyp4c8axLbG5boTa3IJgu1J4Bjck/3R0r1%2BhSr4aV02n%2Ba/FNfejpp1cuzWl7rU0n84vzWkoy9VFnz%2BNW/4KA/Az91rPh7w58a9Di4%2B26TImg6%2Bq9SzwSE2dwQOMI8JY/w9q0fDX/BQr9my91eLwp8TNb1T4ba9KcDRPiXpEmjyE/7E03%2Bjy89DHK2fxFe31R8SeF/DPjHSJfD/i7w7Y6rYTjE9jqVok8Mg9GRwVP4ir9tQqfxIa946fhrH8g%2BrYqj/Bq6dp%2B8v/AtJL75E2l6tpeuafFq2ialb3lrOu6C5tZlkjkX1VlJBH0qxXheqf8ABOr9mWHUJdc%2BF2j678ONSlfc198NvEt1o4z/ANcIX%2BzkexiPp0qEfs5/tg%2BDPk%2BGX7d19qFrF/qdP%2BIfgiy1IsPRri1NrKfqc0eyw0/hqW/xJr8VdD%2BsY2n/ABKN/OMk/wAJcr/FnvVFeDf2v/wUv8N/Pe%2BCvgv4riXr/Z2t6ppEz/8AAZYblB/33S/8L/8A23rD5dV/4J%2BC5I6tonxW02UH6faI4D%2BdH1Sb%2BGUX/wBvL9bB9fpr4oTXrCX6cx7xRXg//DUn7T0Py3n/AATs8dK3cQ%2BLtBkH5i8o/wCGmf2s7vjS/wDgnV4s/wB6%2B8eaDAB9cXTH8gaPqdby/wDAo/8AyQf2jhv73/gE/wD5E94orwY/GH9v/XR5GifsXeFNFLfduPEfxWSQL9Y7SzkP5NSHw5/wUp8W/wCj6r8TvhB4MhbrLoXhvUNZuE%2BjXM1vGfxSj6q18U4r/t5P8kw%2Bvxl8FOb/AO3Gv/SnE96rlfif8cvg18FdN/tf4ufFPQPDcG3cjazq0VuZPZFdgzn2UEmvLj%2Bxh8RfGfz/ABw/ba%2BJ%2Bvq3Emn%2BHbu28O2ci91ZbCJZSO3MvTrmup%2BGX7E37Kfwg1P%2B3/BHwO0NdV3bjrepwtqF%2BW/vfaroyTZ/4FR7PCQ%2BKbl/hVvxl/kHtcwqfBTUfOUr/hD/AOSOSP7c2ofEr/Rf2Tf2dPGPxC8z/U%2BILyzOhaHju32y%2BVWlA/6YxSZHTtljfs8/tV/HP95%2B0x%2B0SPDmjy/6zwT8JBJZJIv9yfU5s3MoIyGWIQA19BUUfWY0/wCDBR837z%2B96L5IX1KdX/eKjl5L3Y/cnd/OXyOQ%2BD3wD%2BDXwA8Pt4Z%2BDnw50zQLWRt1ybKD99dP/fmmbMkz/wC1IzN7119ZPjXx54J%2BG3h6fxb8QfFunaJplsMz3%2BqXiQRJ7bnIGT2HU9q8df8Aaj%2BKfxwJ039j34SyX9hIcH4ieNoZrDRUH9%2B3iIFzfd8bFSPOP3mKzUa1dubd%2B7b/AFf/AAfQVbG4HL7UV8XSEVeT9Ix6eb5Y95Htur6/oXh%2BOCbX9atLFLm6jtbZ7y5WISzyNtjiUsRudmICqOSTgCvPvi98DvDGs69d/FmGTxVHdjSRBrOj%2BDtS%2ByTeIEh3tapIytGxeJpJChEkefMKuWTgZPw9/ZA0Gz8WWvxX%2BPXjO%2B%2BJPjO1bfZapr0KpZaU/B/0GxT91bcgfP8APJkZ316rr/iTw94U046v4n1y00%2B1EiR/aL24WJN7MFVcsQCzMQAOpJAHNJuNKXuO/foRyzxmHk8ZTUI7pNptWW8npFPXZSatpJu7RyXwn8B%2BKk8AaTa/GW6GqalFaqZrK%2BaO7S3lEzyIxlZN0kqoY0Z8kbo8r1yW/Er46%2BGfC/h3WJPB/iHRNS1jSLq2tr%2Bzk1LK6cZp0h865EQd4449%2B9/lHCkEr94VPi14u%2BJlp4%2B0bwb4A17StMN/pN5dWj6pYNMmoXkRTZaFg6%2BWhV2YsuX4BHAIPmGg6D4j8ZaTpdvpfwou7lH8WTzWt4zRFNPglv3Oq6bfeZKsgCkzhSFcOdu3PAMSk5O7PJxmYTwyeEwkXzJOLk027pRtZq7b95O8lbto1Je1fDrx9revarqXgrxtokOn69o6xPcJaStJb3UMgOyeFmAbaWV1KkZUrznINbHhLwR4Q8B2E%2Bl%2BC/DVlpdvc3s15cRWVusYlnlYvJI2OrEnqfYdABWJ8OPgx4f%2BGmoz6pp%2BvaxqMz6fBp9s2r3omNrZwljHAhCglQzsdz7nOcFsACj4qfGHRfhpHbaTb6fPrHiHVCU0Tw5p5BuLx/7xzxHEvVpWwqgHqeDjVq06FNzm7Jf182%2BiWr6HrUZvDYRVsdZSjfV2k0m7JXSV29F7qvLTS90uI8cf8pC/hf8A9kZ8ef8Ap28IV7NXifieW9uP2%2BvhPPqVmtvcv8E/HTXFuku8ROdV8H7lDYG4A5GcDOK9sq07q56Sd1cKKKKYwooooAKKKp%2BIYNfudAvrbwpqdnZapJZyrpt5qFi91bwXBQiOSWFJYmlRWwWRZIywBAdCdwAKvjrx94F%2BF/hK%2B8ffEzxppPh3QtMiEmpa1ruoxWlpaIWChpZpWVIxuIGWIGSB3pnw/wDiN8Pfix4StPH/AMLPHejeJdCvwxsdb8P6pFe2lyFYoxjmhZkfDKynBOCCOorxj4heLf2s/wBnn4beIfjJ8b9b8N/FjSNB0v7RaeA/hT8DdVi1zU74Sxi2WDdrN/nEpUk%2BQdgBkLosbGsr9jqwvrb9nbWZ3vPENp45%2BJ/inWtT1q5n%2BHWuaNa6brl1bNMUiiv7OGaCzhjiiiS7mRFuJI92fOm8ugD274c/G34MfGG41e0%2BEfxd8MeKZfD9%2BbHX4vDmv2182m3QJBguBC7GGQFW%2BR8NweOK80/a%2B0o618W/2dbCO9ltpD8Z71oriE/NG6%2BC/E5U%2B/I5HcZFeRf8E4vCPilfHvhG/i%2BCvijwTZeBP2cfD/gfxZb%2BI/DFzpi3Gt207N9lt2njQX0doEuT9qgMlu328GOV9z7ez/bS8GftXa9%2B0L8C9S%2BEnxQ8E6bo9v8AE%2B5e1t9Z%2BGd9qk2nz/8ACJeIke4uJ4dXtlkgYMYljEcRWSaImR9vlvhisNQxuGnh6yvCaaau1o9HqmmvJppppNNNJlQnKElKO6PoLw54kuZ7pvDniSJbfVIVzhfuXKf89Iz3HqOoNS%2BMfBug%2BOtFfQ/EFsXjLCSGaN9stvKPuyRsOUcHoR/LIrx/X/hJ%2B314it0ivP2oPg7HJC%2B%2B3uYPgTqyywt/eVv%2BEo4/kavJ4F/4KGIgRv2o/g0xAwWb4D6tk%2B/HiivGy/A5hGhVy/MrV6NrRnKzlOD%2BzVjZXnGy/eKyqK0rQqKV9K7oVUpRVm910%2BXk%2B3Tu1Y6zQvG2veAtWg8EfFa5EiTv5ejeJtu2K89Ipu0U2P8AgL9ueK7uvDtb%2BFX7efiXSp9D179o/wCCl3aXKbJref4CasVYf%2BFR%2BIPUHmq/hH4Qf8FBvB%2BipoNt%2B1x8J7yGFj9nbUPgbqsjxJ2jDDxOCVXoN2TjueK3y/DZjgK31eUvaULe7KT/AHkf7kr/AMRfyzvzJK0%2BbSb5oqUXbdHWeK/h98RPh74lvPiV8E7xr9L6c3GveDNSuyIL5z96W2kbP2acgdP9W/GQMZrpfhl8XfB/xUsp30Gea3v7J/L1XRNQi8m8sJP7ksR5X2YZU9ia8T/Z/wBS/wCCj/xn%2BA/gn4w658c/g94fvfFnhHTdZvNBn%2BBesO%2Bmy3VrHO9szN4mQsY2coSVUkryo6A8f/su/tueP9XtPFTftUfCbR9esCBZ%2BIdD%2BBuqQ3iJnJjZj4mZZYz3SRWXk8V1uhWw8nKhqnvFvTzcX9l%2BXwv%2B69Tz5YbEYSbnhdYt3cG9Nd3B68r6tO8H/dbu/pTA9K85%2BLeh/tD6b4kh%2BIXwS8VWGowwWiw3/gTXo1itr4KzN5kF0i77echtvz74zhchcZrnk8C/8FDFUKf2o/g0xAwWPwH1bJ9%2BPFFL/wAIP/wUL/6Og%2BDP/hh9W/8AmoruOrFYaOLo8jlKPVOLaaa2d/0acXs00bvww/ag8BePtf8A%2BFe%2BJbO98I%2BMo1zP4S8TRiC5f/agbJjuo%2BDh4mbIGSBXpNfJHjT4Z/tqfHn4teJP2efin8QfgjqOj6B4T0TW7HXbv4D6xmS4v7rVYJIYWHiYNDJCunROXjk3EXSghQAX6n4Vfs9f8FDfhVoUnhyH9uL4e6/a%2Bdus/wDhJfgrqVzLZp2iSUeJFkdB281nYf3qDmwv9q0avssRy1IdJr3X6ShqrvvB27xR7r47%2BHfgP4o%2BHJvCPxH8HabrmmT/AOtsdVskniJ7NtcHDDsRyOxryMfsj%2BPfhP8A6T%2Byd8f9X8M20fMfg/xUG1vRCB0jjWZxcWqk/wDPKbA7LV//AIQf/goX/wBHQfBn/wAMPq3/AM1FH/CD/wDBQv8A6Og%2BDP8A4YfVv/morSFWpBWT07br7jTE5dg8XNVJxtNbSTcZL0lGzt5O68ikP2jv2ivhd/o37QX7K%2Bp3ltHw/ib4X3X9sWr%2BrtaOI7uJceiSfU11fw2/a%2B/Zo%2BLV5/ZPgr4yaNJqQfY%2BjahObK/Rv7ptrgJKD/wGvM/jZqX/AAUf%2BFHg2y8UaP8AHP4Pa3LdeLvD%2BjPZw/AvWEMcWo6xZ6fLc5XxMxxBHdPORgAiEgsgJYS/Ej9lj9qj4xWf2H4qfFD9nvxDGF2odX/Zy1Gd4x/sM3icsh91INVz0ZfFG3p/k/8AM5/q2a4f%2BDWU12qR1/8AA4Wf3wZ9H0V8Vw/8E1/2v/DMqv8AB79u7w94BjVgfsfhb4d66bXP/XteeKJ4QPYIAO2K9W8DfCD/AIKQ%2BEfD8eia1%2B2/8MfEs6OT/amufAO7W4ZT0U/ZPEMEZA7HZnnkmpnGmleMr/K3%2BaOnDVsbOTjXoqPmpqSf4Rl96PfqK8Z/4Qf/AIKF/wDR0HwZ/wDDD6t/81Fcj8E9S/4KP/Ffwbe%2BKNY%2BOfwe0SW18XeINGSzm%2BBesOZItO1i80%2BK5y3iZTieO1ScDBAEwAZwAxzO0%2BlKK8Z/4Qf/AIKF/wDR0HwZ/wDDD6t/81FH/CD/APBQv/o6D4M/%2BGH1b/5qKAPZqK8Z/wCEH/4KF/8AR0HwZ/8ADD6t/wDNRXI6NqX/AAUf1T48eJPg9N8c/g9DZaF4R0TWbfXj8C9YKXkt/darBJbBf%2BEmABhXTonJDEkXa5VcAuAfSlU9e8Q6B4W0yTWvE%2BuWenWcIzLd39ykMSD3ZyAPzr5k%2BKf7Kf8AwUr%2BKGptcx/8FLvDXhuxZVB0nwt8EprWLgYJEra49wC3U/veO2K5zQv%2BCZ/xq0/Uo/EHiv4x/B/xjqkZydU8efB7X9alY%2BuLvxY6A/7qitYxo2vKXyS/V6HnVq%2BZuo4UaMbfzSmkv/AYxcvvaPYdY/b1%2BAcuoS%2BH/hRPrfxI1aJtr6f8O9Fk1NVP%2B1cLi2Qe7Siqjar%2B3f8AGIeVpPh7w18INJk4N5qsy67rRX%2B8kMRW1hJH995cehqXSPhd%2B3n4f06LSNB/aL%2BCFlaQLthtbT4AapHHGPRVXxQAB9K5r42al/wUf%2BFHg2y8UaP8c/g9rct14u8P6M9nD8C9YQxxajrFnp8tzlfEzHEEd085GACISCyAlhXtKcfgj83r%2BGi/My%2Bo47Ef7ziHb%2BWmuRf%2BBe9N/JxO08GfsTfCDSPEMHj34nXOrfEXxPAd0OvePL37cbduv%2Bj2%2BBb2wB5Hlxgj1PWvYAABgDAHQCvGf%2BEH/wCChf8A0dB8Gf8Aww%2Brf/NRR/wg/wDwUL/6Og%2BDP/hh9W/%2Bais51J1HeTuduFweEwUXGhBRvvbdvu27tvzbbPXtV1bS9C0%2BbV9b1K3s7S3TfPdXUyxxxr6szEAD3NcD%2B0n4T8da54U0/wAVfDRBNrXhvUvt9tZ%2BTE7ToYpIZfKEqlROscrPETx5iKGyCa8W8UfsSftk/ELx43jj4q/tbfDPxZFFMJNM8Oa78E9TbSdPYdDHax%2BJUSQ/7U3mt716QngT/goRGgjj/ae%2BDCqowqj4DasAB/4VFQctSjicwpVaOIjyQekWpXlo782i5Y6pOKu3/N2Wl4G8IeIfiPouoaD8SYNSv9At9Yc6Nc%2BJbL7LqjosCIJVMJjaIiUzbZCquVwRwwNeieE/Cfh/wPoEHhjwvp/2ayt9xjjMrSMWZi7MzuSzszMzFmJJJJJJNfPnwT1L/go/8V/Bt74o1j45/B7RJbXxd4g0ZLOb4F6w5ki07WLzT4rnLeJlOJ47VJwMEATABnADG/8AEb4Df8FAfiVoS%2BGtS/bF%2BGGn2bzBr2PR/glqsDXkeDmF3/4SYuI2zzsKMem7GRUVHOMG4q77Xt%2BJdLBxwdLnhHnqJWu7JvXbmd7Jer0W7O58V/GvW/FOu3Hw4/Z90631jV4H8rVdeuCTpmjHv5jr/rph2hTnP3ioBrc%2BF3wb0T4cSXWvXmpXGt%2BJNTAOseJNSwbi5P8AcUDiKIfwxJhQAOp5rznwv8HP25/BOhW/hnwl%2B0L8ENO0%2B1TbBaWnwC1VEQfQeKOSepJ5J5NaH/CD/wDBQv8A6Og%2BDP8A4YfVv/mormpYaTqKrXfNJbfyx9F3/vPV9LLQKODm6qr4l801sl8Mf8KfXvJ%2B8%2BnKtA8cf8pC/hf/ANkZ8ef%2BnbwhXs1fNXhnwh%2B07pf/AAUA8Baz8cviL4Q8TWCfB3xpDZz%2BEPh3e6KlpM%2Bq%2BFW2zPcarfLIXWMlFHlkeVIfn/h%2Bla7D0AooooAKKKKACiiigAooooA8x%2BI37XHwr%2BFni%2B68D%2BJvCnxOur2zWMyz%2BHPgn4p1izbeiuNl3YabNby8MAQkjbWyrYZSB57onjn4t2f7dOk/Djwf8fvEHjPRdQ0TUNb8feFNY8O6db2fgzT5gP7JWKWC0hu4rmWUPGsF1LM8kUVzIVj8tc/SFeV/Dv8AYx%2BA3wp%2BLHiH41eArbxdY674r1q61fxEh%2BJevTWF9e3EaxSTvp8t61puEaIiYiAiWKNYwgjQAA8T/a1/aL%2BP/gz4s/EbxL8PfinPomhfBnw74R1STwjFpFjNF4rbUtRulvI7qWeB541NtbpFb/ZpISs5keQzKBEPsCvLPFv7Fv7Ofjzxd4e8deMfB%2Bp6jqvhqy020tLm58XaowvotPuDc2I1FPtOzVjBcFp42vROyTO8ikO7MfU6AOZ%2BK3xa8LfBnw3H4r8X6V4mvLWW8W2WLwp4K1TXrkOyswJt9MtriZUwhzIUCAlQWBZQfAf2qv2kfFvif4Faf8Zv2cPiT4%2B8Enw78SfDFhrNj4g%2BFlxpLa1bX2t6fZTWzx6/pqymEw3Mn722CsGxiVSpFfUlefftGfswfCL9qzwfa%2BAvjRbeIrjSrPU4NQitvD/jnV9DLXEEiywvI%2BmXVu8vlyokiK5ZVdEcAMoIAMr9td/2iI/2dtSP7K/9s/8ACZHXdCEP/COLpR1D%2BzjrFmNT%2Bzf2uPsXnf2ebzYZ/kDYPXFWP2RPiXafE74MRXbeLPGGr6po%2BsahpHiKT4gWGnW2s2uoW9zIk1tdJpkUVnuj4VXt1MbxiNw8m7zG2PEH7P8A4C8T%2BEpfBWqa14zWzm03T7FprL4ka3a3ax2bM0LpdQ3izpMxc%2BbOsgluAFEzyhVAv/CL4O/Dr4E%2BCovh98L9Bew02O7uLuT7Rfz3lxc3M8rTT3E9zcvJNczSSOzvLK7uxOSxoA6evJNB/a5%2BGXxL1tfh14R0T4raXqupiS3sdT1b4D%2BKbC1tpdjYke5vtMjtYwpGQZXCEgDnIB9bqK%2Bs4dRsptPuHlWOeJo3aCd4nAYYJV0IZDzwykEHkEGgDxX9gLxl8UfF/wAGddt/i/8AE%2B/8Zav4f%2BKHizQE8Rapp1la3F1a2GtXdrbmSOxgggDCKJFJSNc4yckkny79nH9ov4/%2BJ/jR4E8XeNPinPq3h34seIvHWlx%2BB5NIsYrfwyuj306WMlvNFAty7eRaPHc/aJZg01wrRiBV8tvbPgl%2Bxn8DP2d9D1Pw58Km8bW1prHiFNc1BNV%2BKniHVGkv1umunlD319MyCaZ2edFIS53FZlkUkVc8Bfskfs//AAy%2BLepfHDwX4JntfEWptftJLLr19Pa2rX1wlzfPaWcszW1k1zPGk07W8UZnkUPIXbmgD0ivPvi1%2B0x8Ofgtr9v4b8Y%2BG/iDeXFzZi5jk8JfCXxFr9uELsmHn0uwuIo3yh/dswcAqxXDKT6DRQB8W%2BIv2tvjX4i%2BJ/iT41%2BB/iTrOmeDfBnxw8CfD2L4b6t4Pjsf7Ztdej0D7RqF0t9aJqVtcxN4iRo4w8KKNNYPE/mMR2v7fnjv9o34ZePPCPxA8G%2BIfiZpHwm0PwZ4m1H4o6t8LtM8M3d5ZXMM2kPYzTxa3DLLJbJajWWZLGN52Kp8jHYK9V8R/skfADxZ8a7T9oTXvBM83iizmtp1lTXr6OynuLdJEtrmewSYWlzcQrK6xzyxPLGNux12riD4p/sf/BH41aNB4b%2BJkfi7UtMijuornSh8SddgtdRhuZTJNb3sMN6sd/ASzIIblZY1jJiVRGdlAHpGlapp%2Bt6Zba1pN2lxaXkCT208ZyskbqGVh7EEH8anpkEEFrAlrawpHFGgWOONQFVQMAADoAO1PoA%2BP9V/aL%2BP8H7RN/47g%2BKc6eE9M/aF0/4Z/wDCtxpFibaexuNJtpGv2uDB9sF4Lu688YmEH2aIIYS7Gaj4zftF/H/Q/jn4y8b%2BGvinPp/hn4b/ABi8AeBH8AJpFjJa6/Dr02jR3d7PPJA12syDXU8gQTRR77Ah1kEjbfcNf/Y1/Z38S/GCf48ap4N1BfE1zIZ5bqz8U6lbW/2z7C2ni/FpDcLbrfLZsbdb0Ri5SIKiygKoD9e/Y8/Z68T/ABa0z43694MvLnxFpQsjDO/iTUBbXUtnv%2ByXF3aCcW17cQGRzFPcRySxkgq4KggA9NooooA8S/a28ZfE4eO/hT8Cvhj8TL/wVJ8QfFt9a6t4r0iwsrm9tbSz0i9vjFbLfQT24lklghBaSGQCJZtqhirp5rc/F39sj42f8E//AAB8Rfg3Pr0/jq78SWVp4wvfANrocd9e2Frfy2uo3VmmuZsIjMkDSqshwokAUkgGvob41fAb4Y/tBeHrHw18TtK1CaPS9UTUtJvtG1%2B90q/0%2B7WOSIT215YzQ3Fu5immiYxyKWjmkRsq7KceT9kz4LR/Da0%2BEOhWvibQfD2nxWUWmaf4V8f6zpBsYrSAW8MVvJZXcUkEfljDpGyrKctIHYlqALH7LHxL0b4t/ArRfGWi%2BLPEetbZbzTtRvfF9ha2uqpf2V5NZXlvdxWcUVuk8N1bzwOIUEe6I7Swwx9Brn/hb8LPAPwV8Baf8Mvhj4eTS9E0xZBaWizSSsWkkaWWWSSVmkmlkld5JJZGZ5HdnZmZiT0FAFHxNpuq6z4b1DSNC8RTaRfXVjLDZ6tbwRyyWUrIVSdUlVo3ZGIYK6lSVwQRkV86/s%2B/tB/FXw3/AME7fF3x3%2BJXiq68deJfAs/j9f7S1KytbafVk0TWtXtrUSx2UMMKu0NlCjGKNATk4yTX0drujWniLRLzw/qE11HBfWslvPJYX8trOqOpUmOaFkkhcAnEkbK6nBUggGvNfgd%2Bxl8Bv2dtAl8KfDCz8WLpU%2BoX97caZ4h%2BJOu61bzT3rO90zx6jezq4lklllZSCpkkeTG9mYgHA/scfEL45W3xk1n4IfGX403HxB3fCrwr4zttcu9HsbN7O51KfVLe6tI1soIUNpusI5IPMDzAPKryy4Uj6Srzz4Bfsq/Az9mK1v7X4M%2BFLyw/tKG1t7mbUvEN/qcwtbVHS1tI5b6eZ4bWBZJBFbRlYYvMfYi72z6HQAV4RceKPi94b/4KRaR8Pbr4xalf%2BCvFfwj17WYvBlxpVgltpd7p%2BoaDbRzQzx263Ts6390XWWZ0%2BddqLsBPu9eWeLv2Nvgd43%2BPVt%2B0vrp8aL4wstKm0yzvNO%2BKXiCztYLOYRCaBLG3vktFSQwQO4EXzSQxyHLorAA8t%2BMXxO%2BPvws/bUi1/wCJXiz4k6L8F7uTwvpHh688Nab4Zn0N9avr2e0kt9TNxDJq8azTz6bCslvtiQy5Z4xuYfUteaeJP2R/gj4y8d6R8Q/F9j4l1W80O5sbrTrDUvH2sz6Wt1ZlWtbp9Oe7NnNcRuiSLPJC0okjSTdvVWHpdABXJ/HG0urj4X6rcQ/G67%2BHMFlB9s1HxlYxWDSabaQnzZ5M6hDPbIvlqwZ5Y3CqScAgEdZXF/tA/s%2B/Cn9qL4W33wX%2BNeiX2peHNSuLaa9sbDXr3TXleCdJ4szWU0UoUSRoxUPtbbhgRkUAfP8AY/tHftF%2BH/8Agm1qHxs1fX7mXxLqOvPpvgnxT4j0CG2u5dJvteXT9J1m9so44okm%2Bx3FvdvF5cStgbooSzRJ6V%2ByJ41%2BJd34r%2BLHwU%2BJvxGvvGU3w38eW2l6X4r1Wxs7e9vrS60TTNTVLpbGCC386OS9ljzFDGDEsJK7izN0sX7K3wbf4d6l8J9etvEviDw/rGj3Gl6np/i3x7rGs/abadi0gZ767mcvk/LLu8xAAqMoAA1/gx8C/hp8APDV14V%2BGWlX0MOoanJqOqXmr67eapfahduiI09zeX001xcyeXFFGGlkYqkUaDCoqgA66iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAP//Z\">"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_gd(x_scale=1.0, lr=0.1, steps=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img 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Nnhi0H8o682/4WZ/wUbv%2BbT9lL4b2GegvvipcS4/796dR/wAJL/wU3uOYvhF8Erf2n8c6s%2BP%2B%2BdPqHRxD3qx/8D/4c2X1BfDh/wDykv8AJHp//Cg/gXjH/ClvCWPT/hHLX/43UUv7O/7P84xP8DPBz/7/AIYtD/7TrzX%2B1/8AgqD1/wCFf/AX6f8ACX61/wDK%2Bj/hIv8AgpzBzL8J/gfP7Q%2BN9WXP/fWn0vY1v%2Bfsf/AyubCdcO//AAWjvLv9lD9lq/BF9%2BzX4Amz187wbYtn84qx9Q/YS/Yt1MEXP7Knw/XPX7P4UtYf/RaCub/4WP8A8FH7Hm6/Zc%2BGV/jtZfFC6iz/AN/NOo/4Xz%2B3lacah%2BwBps%2BOp0v4wWcmfoJrWL%2BdUqeMXw1V/wCDF/8AJIzlDKp/Hh/vor/5BluX/gm1%2Bw%2B8hltf2e9Ksnbq%2BmXdzaH84ZVxTf8Ah3l%2Bz5p/zeD9W%2BIHh1v4X0P4n61Ft%2Bga6YD8qveAv2h/2iNd8Y6f4Y%2BIP7DXizw1a3twI5tbHinR761tBg/vJPIuTJt%2BiE89K9L%2BId3oFj4G1W58U%2BJ5dF05bGQXmqwXn2eS1jIwXWQcowzwRznGOcVM6uNpzUZTev8Ae5vycghl2TVIOUKEVb%2B5yfpH7zyX/hirXNM/eeE/20PjXp7r9xbrxXb6hGPqLy2lLf8AfVH/AAoX9s/RufDX7eBvVT7kPij4aafcZHoXtXt2/Hk1Z%2BEXxGufhb8GfFXxS%2BLXiDW7fwhY6pJdeGrzxhMTqI0zyoUUztJhhvuPNMYlw4SRN2Otcx4G/aq%2BLvi2w1uOxHhS71XVfiBDofhC3tZxc2um27W8U0jXMsEp%2B1PFGXdvLZAz5jUgDfWvLi5OVrNJ2u0v/kenXXTzMfq2WQUbKUW1e0ZzX/t/Xppr5G9t/wCCkfh3pJ8GPFMSeq6ppE0g/O6TP5Ck/wCGiP2uPDXzeO/2ENSuoE/1t14L8d6fqGfdYrj7NIfpg/Wqdv8Atl%2BLR4UhltPhfZ6vrWl6VqOo%2BLo7fWGtLe2tbK8a1Z7ctFKZZJcebHC5QbAwaUMuD7xpOqWOuaXba1pk3mW13bpNbyYxuR1DKefUEVlV5qX8SnH5XX5P7tDWlh/afwMTUXraX/pUPk9TxP8A4eA/CTQufiv8NviX4FXvN4p%2BHt8IQf8ArtapNF%2BO/HvXXeAP2vf2W/ikyQ%2BAf2gvCGozv92zj16Bbj8YXYSD8Vr0auQ%2BIH7P/wAC/isrj4mfBvwvr7OPml1fQre4ce4d0LA%2B4Oax5sLLeLXo0/zS/M29nm1P4akJ/wCKLi/vhJr/AMlOuVldQ6MCCMgg9ajvbGy1K1ex1GziuIJV2yQzxh0cehB4NeIN/wAE9fgToTGb4P6/43%2BHUpOd3gfxreWsX/gPI8luR7eXj2pP%2BFPftw%2BAP3nw5/ax0bxZbpxFpfxI8GoH2%2Bhu9OaFifcxN%2BPSj2VGXw1PvTX4q6E8VjYK1bDtr%2B5KMvwfJL8y74zhit/%2BCgvwsggiVET4L%2BO1REXAUDVvCAAAHQV7RXiPiP8AtQ/t7/CY64LcXv8AwpHxz9sFoWMXm/2p4P37N3O3dnGecYzXt1c56S2CiiigYUUUUAFFFFABRVHxNoUHinw3qHhm51C%2BtI9RsZbWS70y9e2uYVkQoXimjIeKQA5V1IZSAQQRXgX7BZ8W6r%2BxFf6JN481zU9QsfF/j3R9L1zxN4jur%2B9SG08T6vaWnm3tzJJPIYoYYUEjuzBYxzxQB9F18%2Bft0/DTwR8XfiD%2Bzz4D%2BIuhrqekXfxqunurCSZ0Sby/Bvid1DbGBZdyglScNjBBBIrnf%2BCb48cfC24179k344WusT/Efwb4P8Nap4q164%2BMes%2BM7LWFvUvbdLqGbVgktjK8%2Bm3byWqxIgDxMrSA5Wx%2B2h8b9P8Ah1%2B0j8BI/iN4M1Lw/wCE9K%2BKN7eXHxG1fU9Li0YyHwZ4lUWoBvPtYmJfjdbLGdpAcsVDOPNzLl3Mq8aE6Mo1knBp3va1ut76W730Porwl4M8IeAdDi8M%2BBvC2naNp0AxDY6XZJBCn0RAAPyrTrwIftZ/Fb41H7J%2Bx98B7vWLCTiPx94583SNEwekkMbL9qvV6/6uNV/266r4Q/BT4z6F4vHxK%2BN/7SGreJtUNs8Mfh/SLGPTtCtFfBIW3XdJM6kYWWWRmxngZxW8qEoJuo0n23f4bfN/I4qGNo1HGnhablDbmSUYJeTdubyUIteZm/tKWfxQ8GapZ/GTwd4m16bTNGmS81%2Bxj1qCCzsdNgKvc7bYwg3cksfmcySDy9u5WGAjct8fdN1fxOfGWq%2BDfDOp%2BI7Dxt4RtNNsn0ONbi50TXbRria2aVNy%2BUivLA5JOI5Ijuxvr2/xv8LPh58SpbCTx/4Rs9YXTZzNZwahH5kKyf3jGfkcjHG4HB5GDW%2BAFGFAA9qqGIUFHTVf5p/p%2BhFbLpV51E5WjKz7u9mm9dEmm1bvZ6WSPEdO/Zu8eP4q0ex1vUtDk8KWOvz67LbBZGu0nuLaWOewAZdj2xlmaQMSrAIq7TjdXb/CT4D%2BGvg/c3F5pPiLWtUll020021k1q8SZrOwtt/kWsZVFJRTLId0heQljuc8Y3PH3xK%2BHfwq8PyeK/id460jw9pkX37/AFrUY7aIH03SMAT7dTXjLft96T8Q2Nn%2Byh8CPGvxSdjiLWLDTv7L0TcOudQv/LRh7xLLntnirjHGYmHur3er2Xzbsvx%2BQ1Ry3BVE38W61bl20S1t200vufQNR3l5Z6dayX2oXUcEESFpZppAqIo6kk8Ae9eBDwd/wUS%2BLf7zxb8WvBPwn02TkWHg3SW1zVAp6o93ehIEbH8SQN7H0msv%2BCcf7PusXUerfG/UvFvxTv43DpcfEbxTcX8Knr8topS1UZ7CLA/Op9hQh/EqL0iub8dI/mdH1jEVP4dJ%2Bsny/h70vwRqeNf%2BChH7HvgrVm8ND416fr2sDIXRfBsE2t3bN02eVYpKVOf72Md8Vkf8NefHvxvx8Ef2C/Ht7Gel/wCPL%2Bz8NwezbJnkuCP%2B2OfavZvBXw88A/DbSF0D4d%2BB9H0CwXG2y0XTYrWIY/2IlUfpWxR7XCQ%2BGm3/AIn%2BkbfmHssZP46ij/hj%2Bsr/AJHgP9i/8FLfHvyal45%2BEvw7tZOR/ZGj33iC9iHoXne2hz/wAj60v/DGPxU8V/vvi9%2B3l8V9Vc/et/DFzZeHrcj0xZW4lH/f3Pua99rz347/ABa8b/CO78Lalo3gjTtS0HVPE9hpPiHUbrWXt59OF5dwWkMkUIhdZ/3k4LbnjCqp5YkCrp4mvOajSUYvyUV%2BL5n07ieDo2vUcpesn%2BScV%2BBxFt/wTP8A2NJbhb/xf8L7vxZdqdzXfjTxNqGrs7epW6ndPyUV6H4N/Zp/Z0%2BHYQeAfgJ4M0Up91tK8MWkDD3ykYJPvXC/tkfEv42eBH8LaR8IE1TzdZuLyORPDmmWd9qM08duZYo1gu3SMQEqxll3ZUBVG0uDXk7/AB5%2BIvimG5%2BPP/C3Z4bjw9oPhC/s9B0ueWDS9SivmWK%2BDW8wDOHuGaJGkUSxGIKNp3CuiNLHYqipyquz6XfpstFd%2BQRo4OhL3aaT9F%2Bdr/ifY6IkaCONQqqMBQMAClr5B/Zv1HSvD/x48P6Vo/igy%2BONT8R%2BKrT4o6a92WuJ7W2urr7JezxZwoz9lWKQABklwpIBA%2Bivjld/tDWnha2P7Nmh%2BDr7W31BVu18b6ldWtpFa7HLOptYZXeTeIwEwAQzHcMAHlr4R0qyp8y16vRfrp2fVWOmM%2BaN7HaUV88Dw9/wVU1z5L74o/Ajw8h76b4R1fUJF/4FNeQqf%2B%2BRS/8ACgP%2BChmo/Pqn/BQ3RbIt1j0X4L2ihfYNcXk2fxFP6pTXxVoffJ/lEPaPpF/h/mfQ1FfPP/DKX7Yt9xrX/BTXxkR3XTfh94eth%2BB%2ByOf1NB/Yq%2BOlzzqP/BSP4wse/wBmtdChH5DTjR9Wwy3rr/wGf%2BSDnn/L%2BKPoaivnn/hhv4rHk/8ABRv445/6%2B9Fx/wCm2j/hif43wc2H/BSL4yKe32iHQ5R%2BR04UfV8J/wA/1/4DMOef8v4o%2BhqK%2Bef%2BGTv2vbL/AJAn/BTXxwvoNR8B%2BHrkfjmzU/qKQ/s9f8FBrH5tL/4KL6ddY6LrPwYsZA3sTb3MP6UfVaD2rx%2B6a/8AbWHPL%2BV/h/mfQ9Y/jz4f%2BB/ij4WufA/xG8J6frmj3mw3Wm6parNDKUcOpKsCCQyqwPYgHtXiH/CKf8FTtB%2BTTvjR8D/ESjvq/gbVbB2/GC%2BkUf8AfJo/4T3/AIKieFvn1v8AZx%2BD/itB/D4c%2BI9/p7sPpd6e6g/8CP1prCSTvCrC/wDis/xS/MUpxkrSi7el/wDM9h8IfCD4e%2BBNN/sXwvokkFj5MkX2CXUJ5rfY772HlSuydehxkDgYHFcfefsh/DbT9Pmb4Zzy%2BEdXfxXJ4hh1zR7G1M0d5IkkbBlkiZJYvLldRG6sF%2BUjBVSON/4a9/am8L/vfib/AME2fH0UA%2B9P4N8VaLrX5J9pgkP4oKP%2BHmnwB0Dj4u%2BAvil8P/8Ab8ZfC3VYYv8Av9BDLFj/AGt%2BPetI4bMk24e9fs4yv8lJ3%2B5mUo4WSSkkreVremmn3mrq/wCxh9ltLbQPh/8AEh9N0q78MQeH/FSahppu7vUrNLmSd5IpxKgguJTNOskjJKGDrtVCgNeo%2BO/BviLW/h1c%2BC/hx49uPCN%2BbeKLTdcsrCC6ey2Mp4inVo3BVShDA8McYODXF/Dr9un9jT4sMkHw%2B/ah8C6jcSHC2K%2BJbeO5/wC/MjLIP%2B%2Ba9OvNW02w0qXXLq9jW0gt2nluN2VEaruLZHbAzWFaWMjNKqmmu6t%2Ba1/HsOFHDwjLk2a6Pp5a6d9PU8J/4RD/AIKTeA/l0D4yfC34g268lPFHhe70S6Yegls5Zos%2B/k49hR/w1R%2B074G/5LN%2BwV4pNuvDal8OfENlr0bH%2B8IGa3uAO%2BPLJ%2Btdx%2Byb8f3/AGo/gDoPx3/4Qqbw/Fr63D2%2BmXF4J3SOO4khVy4Vc7xHvHHRhXo1a15yoVpUcRSjzRbTto7rR6xdvwOfDwjXoRrYetLlkk1f3k09VpJX/E8Q8Nf8FFv2RNa1aPwz4m%2BKP/CGaw/DaN8QdLudBuEb%2B7/pscaMf91m54r2bR9a0fxDp0WsaBq1tfWk67oLqznWWOQeqspII%2BlQeJvCfhXxrpMmg%2BMvDWn6tYy/62y1OySeJ/qjgg/lXjGsf8E4/wBmFNRl8QfCrRda%2BGmrStuOp/DPxDcaMc%2B8ELfZ2Hs0RHbpxWX%2Bwz/mh90l/wC2v8zX/b6f8s184v8A9uj%2BRo%2BOP%2BUhfwv/AOyM%2BPP/AE7eEK9mrxHxDYPpX7evwl0t9QuLtrb4I%2BOYjdXbhpZiuqeDxvcgAFjjJIA5J4r26uR7nYtgooooAKKKKACiiigCrruhaJ4o0S88M%2BJtGtdR03UbWS11DT7%2B3WaC6gkUpJFJG4KujKSpUgggkEYNcH8Of2PP2R/g9p02kfCP9lr4c%2BFrS4edri18OeCLCxjlaaPypiywwqGMkfyOT95flORxXo1FAHK/Cb4E/BD4B6LceG/gV8G/CngrTru5%2B0Xdh4S8PW2mwzTbQvmOluiKzbQBuIzgAdq82/a%2B8OeHvFPxg/Zw0vxPoVnqNsvxsuphbX1sk0YkTwZ4nZH2uCNysAwPUEAjkV7nXjP7UH/Jb/2cf%2ByzX3/qFeKKabTuhNKSs1dHs3TpRXjPxW/bX%2BH/AIO8YTfCH4S%2BHNT%2BJfj%2BIYk8JeDwkn2Ek4DX10xEFgmeplYNzwjVzi/s4/tK/tG/6f8Atb/GJ/DugTcj4ZfDG%2BltYXjP/LO%2B1P5bi5yDhkh8mPI43CumOFkoqdV8iffd%2Bkd/m7LzOWWLi5OFFc7XbZestl6K78kdR8U/24/gX8OfFMnw18PXmp%2BOfGaA/wDFF%2BAdPbU79DnB87yz5VqB3M7xgDmubFh/wUE%2BPvz6lq2gfA7w9L/y62Cx694jkTuGlYCztSR/dWdlPfjNewfCr4N/Cn4HeF4/Bfwh%2BH2k%2BHNLjwfsmlWaxB2/vuQMyOe7sSx7mulqvb0KX8KGveWr%2BS%2BFf%2BTE/V69b%2BNOy7R0XzfxP/yU8X8AfsC/s4eDvEEfjrxX4cvfHvilOf8AhK/iNqL6zeg9jH5%2BYoMdhDGgFezoiRqERQqqMAAYAFLXlfxx/bU/Zu/Z81SLwr49%2BIkVx4kueLDwd4ftpNS1m7YjKrHZWyvLz2ZlC%2BrCovisbUS1m/v/AA2S%2B5G9Olh8NH3Eor%2Bt%2Br%2BbbPVKRmVFLuwAAySTwBXziPi/%2B3/8evk%2BC/7Puj/CnQpvueJvizdfatTeM8botJsnxG46gT3C%2B6%2Brk/4J16H8RyL79r79oDx38WZnO6bR9S1U6ToQbtt03T/KjYdsStLnuTWv1SnS/j1EvJe8/wAPdXzkVzt/Cv0/4P4HR/En/gob%2Bx/8M9ePg27%2BMdnr3iLJVPDHgu2m1vUWcfwGCxSVkb/f2jnrXPD9qj9r/wCKP7v4AfsH6xptpL8sWv8Axe8QwaFEh/vGygFzdsPZkjP0PFe0/DX4QfCn4NaEvhj4SfDXQvDOnAD/AEPQdKhtI2I7kRqNx9zk10VL22Cp/wAOnzecn/7bGy%2B9sOWo93b0/wA2eQfBjwb%2B20vjZPGH7RHxu8DyaWLaSM%2BC/BPhCaODzCPlkN9dXDzMV9BGgOeg6DoP2l/g94o%2BPHwrn%2BGvhb4gweGZLq/tbifVZdEF/JGsEyzp5SNLGqSCWOJg7b1AUjYcgjv6KyeJqOsqqSTW1kktPL/O5XIuWx534m/Z4034haTp8XxH8fa/f6rpcolsNd0q6XSrq0coEmEMlmqOiSgfOpZuMAEYFWLD9mD9n7T7fwzAnwl0WY%2BD4lj8NzXdoJpbIKxYFXfLFtxL7mJO4ls5Oa7yuT%2BJXx7%2BBnwYtzd/F/4zeFPCsQXdv8R%2BIbayGPX9865ojVxU7Qg36K/XyQ1CLex0sWmabBfy6rBp0CXU6qs9ykKiSRV%2B6GbGSB2z0qevm69/4K0/sKT3cmlfD/4qal46v0batl8PPB2qa4zt6B7O3ePP1cVGP%2BCgfxL8TjyfhP8A8E4PjzrEjf6uXXtD0/QIG9MtqF5HIv4xitf7Ox32oNf4rR/9Ka/I09lU7fofStFfNX/DQH/BTLxH%2B68N/wDBO7wvoIb7tx4v%2BNVuSv8AvR2NnP8Ao9H2j/gsFq3zppn7NuhBuiyXmv6oy/XCWoJ%2Bho%2BozXxVIL/t9fopD9m%2BrX3n0rRXzX/wrX/grDrPOp/tWfBjRc9Ro/wm1C5C/Tz9UGfxo/4Z4/4KY3HzXP8AwUm8LQk/w2fwEtwB%2BMmpNmj6pSW9aH/kz/KAuRfzL8f8j6Uor5r/AOGa/wDgpB1/4eb6bn/shen4/wDSuj/hnX/gpbCd1t/wUr8NyY/hu/gJbMD/AN8ailH1Wj/z/h/5P/8AID5I/wAy/H/I%2BlKK%2Baz8LP8Agq1o/wA2m/tffCDWSOi6v8IL23DfXyNVOKP%2BNwel8k/s2a4B2x4g0st%2BP%2BlY/Wj6nF7VoP8A7ea/OIci/mX9fI%2BlKK%2Bav%2BF6f8FPvDP7rxH%2BwL4H8Rgfen8I/GhYif8AdjvrCL9XFH/De3xp8K/u/i3/AME0Pjdpjj78vhiDSfEEK/jZ3xkP4IT7Uf2fiH8LjL0nF/8AtyD2culvvR9K0V81xf8ABWj9ivSZUsvip4r8U/Dy8ZgrWnxF%2BH2r6PsJ7NLPbCEf991658Lv2m/2cfjcqN8HPj34N8UlxkR%2BH/E1rduPYrFIWB9iMis6uDxdGPNOnJLvZ2%2B/VfiS4Tjuib4i/s6/s/8AxfR0%2BK3wP8I%2BJPMHzNrvhy2um%2Bu6RCQfcc18n/t5fsU/ssfsxfso%2BOPjD8GNE8ReBNTtdNEFpb%2BDPGepWNrdT3MqW6RSWiT%2BRJGWl%2BZNnzLkHivuKvl//goqf%2BFjePPgb%2BzDB8//AAmHxOh1PVbcc%2Bbpulxm5uUI9DuQ5/2a9PIq1f8AtKlBzfInzSV3blgnN6araNtup4uey9nlVZxXvSXLH/FNqC/GV/kUvhB%2ByV%2B3H8APhX4e8MfBb9sPSbm10vR7eNPB3xB8BQXNpbyeWC8KXdjJbzqgcsBv8xsdSTyei/4aL/bn%2BFfyfG/9iGPxRZQ/6/Xvg94shviw9Rp9%2BLaf8FeQ/wBfouiuOpmEsRUlOvTjJttt25Xq294279Uz0KWGhQpRp020opJddEklv6HhXgn/AIKQ/sieK9ej8F%2BJfiRL4G8RScHw38SdKuNAvA390C9SNJD/ANc2avcbW6tb62jvLK5jmhlQPFLE4ZXUjIII4IPrWZ43%2BH3gL4maDJ4W%2BI/gnSNf0yb/AFuna1psV1A/1jlVlP5V4Zd/8E3Phf4MuZNZ/ZW%2BJ3jb4O37OZBb%2BC9caTSZJOoMumXYltWX2RE%2Bo5qLZfV2coPz95ferSX3M0/ex7P8P%2BAdJ44/5SF/C/8A7Iz48/8ATt4Qr2avENftNQsP28vhJY6tqrX91D8EPHEdzfPCsZuJBqng8NIUX5VLEE4HAzgV7fXE9zQKKKKACiiigAooooAKKo%2BJk8SS%2BG9Qj8G3NjBrDWMo0qbU4Hlto7nYfKaVEZGeMPtLKrKSMgMDzXh3wH/ar8c3X7DPiL9pz4%2BWuj3useC5vGa6%2BvhPTprK0vU0LVtTs98EM89w8JlisFba0smGc84wKAPf6%2Bcv%2BCgPwvs/jL4w/Z9%2BHOqeLNc0az1D403Ivbrw5qLWl1JCvg7xM7wiZRujSQLscrhijMARnNaH7J3x7%2BP/AIu%2BJer/AAZ/aSi8Iza3F8P/AA/4x0698GaZc2ltFb6nJfwyafIlxc3DSyW8tif9JDRrMs6kQxFCDV/aY%2BLnwou/2uv2efgva/E7w9L4xtfipe6hc%2BE49agbU4bM%2BC/Eyi4a1D%2BasWXQeYV25YDPIqoylCSlHdEzjGcXGWzPYfhN8GvhZ8CvB8PgL4QeBNO8P6TAcraadbhfMfvJI3LSue7uSx7k101FcD%2B0B%2B0z8Hf2ZvDVv4h%2BKviVoZtQn%2Bz6Homn27XWpaxcnG23tLWMGSeQkgYUYGQWKjmrjGtiKtleUn82xJU6ULJJJfJHfV4n8Y/26/hP8OvGMvwf%2BHOk6t8SfiGox/wg3gWBbq4tT0DXs5IgsIwcZad1IByFauPj8A/tg/tnf6f8YNc1L4LfDi45h8E%2BHL5f%2BEn1eE9Pt98mVsEYYzb2%2BZMMytKCK9w%2BDXwL%2BEH7Pfg2LwB8Fvh5pnhzSYjuNtp1uFMz95JXOXmkPeRyzHuTXV7LC4b%2BK%2BeX8sXovWXX0j/4ETzTn8Oi7v8Ay/z%2B48XHwO/bV/aYP2z9pH40L8MPDM/P/Cv/AIUXpOoSoeQl5rTqHz1VltUjUg8Oeter/A39l79n79mzS5dL%2BCXwq0nQTcc319BCZLy9bOS09zIWmnbPOZHY13tFZVcZXqw5F7sf5Y6L59/WTZUacYu%2B77sKKK8J%2BM3/AAUP/Z8%2BFfjOX4ReEX1n4j/ECPg%2BAfhrph1XUITnH%2BklCIbJQcZNxJHgc8isqNCtiJctOLb/AK1fRLzbSNIxlJ6I92rnviV8WvhZ8GfDb%2BMPi78R9C8L6VHnfqPiDVobOEHGcb5WUE%2B3WvAV8Pf8FNP2lf33inxd4c/Z68Mzf8wrw6kXiLxRJGeCsl3KBY2jEcgxRzlT/H3ro/hn/wAE0v2S/APiSP4heLPBV58RfF64LeM/ilqcmv6juByGRrrdHbkdhBHGB2FdP1fDUf41S77Q1/8AJnaK%2BXMXywj8T%2B7%2BrGFJ/wAFOvAfxEkbT/2QPgL8RvjLOxKRap4Y8Omx0QSej6pqJgt9v%2B1GZPxoC/8ABWD4x8tJ8Jfgnpc/YLdeLdZgH1zaWan/AL%2BD%2Bv0xHHHDGsUSBVUAKqjAAHQAUtH1qhT/AIVJesryf42j%2BDDnitl9%2Bv8AwD5nH/BOC58ff6R%2B05%2B2h8ZfiE0v/H5pUPiv/hHdKl9vsmjpbnHs0jV13w1/4JxfsIfCO4GoeB/2T/BEd6G3f2pqOhx395u9ftN0JJc%2Bp3c17VRUTx%2BNnHl9o0uy91fdHlX5idSb6kVlY2Wm2kdhp1nFbwRLtihgjCIg9ABwBUtFFchAUUUUAFFFFABRRRQAUUUUAFFFFADZoYriJoJ4ldHUq6OuQwPUEHrXkXxR/YA/Yj%2BNDPcfEv8AZU8CaldOctqP/CN28N2D6i4iVZR%2BDV6/RWlKtWoy5qcnF%2BTa/JoalKOzPmc/8Ey/Cfgc%2Bf8As0ftRfGT4YmLm103SPHc2q6Wjf7Vlqwuoyvsu30zjivAfD%2Bjft/T/t/65qfh3xj4L%2BNesfBfwzBYSz%2BJLY%2BFw41NPOMcZtEuIvtexSpkKpGVJBVSBn9D9T1Kw0bTbjWNUukgtbSB5rmeQ4WONQWZj7AAmvmr/glrp1/4p%2BEPir9pzXrV47/4t%2BPdS1%2BJZhh4rESmC1hP%2ByqxsV9nFe/gMdXhgcRiKtpaKC5kr3m9dUlL4Iyvr1PIzKpLE4/C4Z6rmdR%2BlNaffOcfuFP/AAUk/wCFXf6N%2B2P%2Byh8S/hUI/wDj58QHRx4g0FPQ/b9L87YD6yxx4HXGDj2z4P8Ax/8Agd%2B0F4f/AOEp%2BB3xc8O%2BLbAAGS48P6vDdCIn%2BGQRsTG3%2BywBHpXX14j8Yv8AgnZ%2ByL8aPEH/AAnep/CqLw74tQlrfxt4Gu5dD1mGQ/x/arJo3kI9JN6%2B1eVz4Cr8UXB%2BT5l9zs/ukz2r03urfie3UV8wN8K/%2BCj/AOzb/pPwd%2BN%2Bj/HDw3b9PCnxRjTTNdWIfwQavaR%2BVM59bm3%2Br1tfDj/gpF8FtW8X2vwm/aC8O698GvHF03l23hv4lWi2kN/IOD9i1BWazvVLcL5cu5v7gPFKWBquLlRamv7u69Yu0l9zXmHs3vHX%2Bu25v%2BOP%2BUhfwv8A%2ByM%2BPP8A07eEK9mrxnxuQf8AgoV8LiDkH4M%2BPMH/ALi3hCvZq4jMKKKKACiiigAooooAq67p93q%2BiXmlafrt1pc91ayRQanYJE09o7KQJoxNHJGXQkMBIjpkDcrDIPjvwE/Yn034H/DPUfg5q37QPjvx34Z1jUtbvNV0nxnbaHsu/wC1p7i5vYnaw0y1by2nuriUAEEGQrnywqD2yigDyf8AZs/ZG8Lfs23%2Bpa9bfEzxf4x1fUNE0zQ01nxpd2ktzaaRp32j7FYRm1toFMcTXVy/mSK88jTM0sshC4o/tQf8lv8A2cf%2ByzX3/qFeKK9mr5n/AOCjngv4mfEXXvgD4H%2BE3xJbwhq2p/Gq4gfxJDbCWextT4P8TfaGgU8CcwiRY2PCMwf%2BGqhFSmk3ZPr2E3ZG78cf2tvFVx8Qrn9mb9kHwpZ%2BMfiRFEra3e3srLong%2BJ/uz6lMnJkIyUtI8yuASdi4J1v2ev2NvCvwh8Sz/GT4keKbz4gfFDUoPL1bx/4hjXzo0Oc21jCP3dhagk4iixkH52c812fwH%2BAXwt/Zt%2BHlt8NPhN4cWwsIpGmup5XMtzqFy/Ml1czN8087nlpGJJ6cAADsq66uJhCDpYfSL3f2pevZf3Vp3cntEYNvmnv%2BC/rv%2BQUUUy4uLe0t3u7udIookLyyyMFVFAySSeAAO9cRoPrx79o/wDbb%2BD37OesWXw8nh1Txb4/1iPd4f8Ahv4Ns/tus34/56GIELbwDktPMyRgBvmJGK8z1z9pr44/tteIL34Z/sCanBofgmyuXtPE3x81GyE9uXU7ZLbQoH%2BW%2BmBypun/ANHjIO3zG216/wDs1fsh/BP9lXR7yD4a6FcXOtaxIJvE3jHXrpr3WdeuOpmvLuT55STkheEXJ2qo4rv%2Br0cKr4nWX8i0f/bz%2Bz6K8v8ACacsYfF93%2Bfb8zyVP2d/2xv2wf8Aiaftg/E6b4aeDLgZj%2BEfwv1plu7mI/8ALPVdaQLJJkEq0Np5UZB/1jV718F/gJ8F/wBnTwZF8PvgZ8MtG8LaPEQfsej2SxCV8Y8yRh80sh7u5Zj3JrrqKxrYutWjyfDH%2BVaL7ur822xSnKSt0CiiiuYgKKjvLy00%2B0lv7%2B6jgggjaSaaZwqRoBksxPAAAySelfLvjD/gqp8MPE/ie8%2BGH7D/AMLvEn7QfiyzmMF4vgBY00DTZv7t7rk5Wyh78RvNJx9ytqVCtXb5Fe276L1bsl82a0qFWs3yK9t%2By9W7JfNn1NXLfFf44fBj4D%2BHT4u%2BN3xa8NeENLUH/iYeJtcgsYTjqA8zqCfYc185r%2Bz9/wAFPP2lv9I/aK/az0f4M%2BHp/v8Agz4FaeLjVDEeQk2u6jGxSQdCba2jHo3c9b8Jv%2BCU/wCwh8J/EK%2BPH%2BBVp4w8WHDT%2BNPiVeTeJNWlkH/LT7TqLzNGxOf9XsHJwBmtvY4Wl/EqXfaKv/5M7L7kzb2WGp/xJ3faKv8Ai7L7kzm5f%2BCwP7NfjKZ7L9lv4bfFT43zoxRpvhb8O7u5sEfoA2oXYt7PGf4hMR/KgftCf8FYfih%2B6%2BF//BPrwT8PreT5otU%2BLvxZSaTb23WejW9wQcc7TOPQ4619VQww20KW9vCsccahUjRQAoHAAA6CnUe3w0PgpL/t5t/guVC9th4fBSX/AG82/wAFyo%2BVB8B/%2BCufxBP2rx1/wUA%2BHHgIN96w%2BGnwZ%2B2lR7XGr3swyPUw4PoOlKP%2BCavxU8S/6T8Vf%2BCpn7R%2Brzt/rU0DxFpWg27fRLDT43X8Hr6qopfXq6%2BHlj6Riv0b/EPrlZfDZekY/wCTf4nyr/w59/Zj1bn4i/Fb46%2BMCfvnxJ8fvEkm/wCvlXsY/LFKP%2BCKP/BNNx/p/wAANRvj3bVPiN4guyfqZr9ia%2BqaKPr%2BO6VJL0dvysH17GdKj%2B%2B35WPlb/hyV/wS47/smaaT/eOv6nn8/tWaP%2BHKH/BM5P8Ajy/Z2u7I9m03x9r1qR9DFfKRX1TRR/aGP/5%2By/8AAn/mH17G/wDP2X3s%2BVf%2BHO37Jmlc/D3xv8afCLD7j%2BG/j54niKfTzL6Sj/h2T448P/6R8NP%2BCnn7TOjzp/qk1XxtY63AP95NRsZmf8Xr6qoo%2Bv4zrO/qk/ziw%2Bu4vrO/rZ/mmfKh/Zy/4KveA/8AS/AH/BSTwh4yEf8Aq9N%2BJvwUt0EnpuuNIurUj6iKkPxq/wCCvfwvyPiB%2BxH8LviZAOTd/C34pyaXcYH/AE66xbIhY/3ftOP9o19WUU/rjl8dOL/7dt%2BMWvyD605fHCL%2BVv8A0lo%2BUT/wVy%2BD/wAPz5X7WX7PHxl%2BC4T5ZtU8b/Dy4udJD9wNR0s3dsF/2ndBjk4r3b4J/tM/s7ftJaL/AMJD%2Bz/8cvCfjSzVA0svhnX7e8MIPaRYnLRnsQwBB4IruCARgivB/jb/AMEx/wBhH4/61/wl/jv9m/QbTxGrmSHxd4WR9F1iKTs4vrBoZyQeRucj2OTRzYGpvGUPR8y%2B52f4hzYOe8XH0fMvudn%2BJU/4KdfEjWvBP7Jer%2BDvBrbvEnxCvrbwh4cgVsNNcX7%2BU6jHIPkecQR0IFexfCT4c6L8IPhd4d%2BFXh0f6D4c0W2062bbgusMSx7j7ttyfcmvzw1/9nP9rO2/bag%2BEH7Mf7S1/wDFC1%2BCum23ia1039oDU2vbaw1O7DIli1/ZQLdyObcrNFJOZjGydGywb6A0r/gqVpvwg1W38Hf8FEv2f/EfwH1GeZYLfxTqci6t4QvZGOFEetWq%2BXAW67btLcgYzzXrY3CTpZdQw1FqTd6kktJe8rQ9166QV9L/ABHiZfhZ47MsTi6T54xapRtvaHvTai9dZytpf4GfWFFU/D3iLw/4u0O08T%2BFNds9T02/gWax1DTrpJoLiNhlXjkQlXUjoQSDVyvnWmnZnotNMKwfiT8Lvhv8Y/CF14A%2BLHgPSPEmiXq4utK1vT47mCT0JSQEZHY9QeQRW9RTjKUJKUXZoE2jw/XND0jwz%2B3h8I/Dfh/TorOw0/4H%2BOLaxtLdNscEMeqeD0RFA6KqgAD0Fe4V4z44/wCUhfwv/wCyM%2BPP/Tt4Qr2ak227sAooooAKKKKACiiigAoqO6urWxtZL69uEhhhjLzSyuFVFAyWJPAAHOa8h/Zn/bT8A/tPao%2BkaB8P/FvhqW58M2Xibw6fFllaw/2/oV28iW%2BpWoguJisbGP5opxDcRiSLzIU8xMgHsVeM/tQf8lv/AGcf%2ByzX3/qFeKK0/wBmf9qE/tPaZd%2BKNB%2BBHjXw54ejubqDTPEXiaXSBb6s1vdy2snkR2eoXFwg3wuR58UWVwepxWZ%2B1B/yW/8AZx/7LNff%2BoV4ooA9mooooAivr6y0uym1LUryK3treJpbi4nkCJEijLMzHhQACSTwAK%2BQWfxf/wAFWtdngtdQ1LQf2Z9PumheW2d7a9%2BKE0bkOFcYeDRwwKkrh7nB5CdNP9oG81f9vX9oG9/Yk8H6nc23wx8FtBcfHPWrGdozq88i%2BZb%2BGYZVIIDriW7KnIiKRZUyMD9T6Louj%2BG9HtPDvh7S7exsLC2jt7GytIVjit4UUKkaIoAVVUAAAYAAFejFrAU1L/l7JXX9xPZ/4nuv5Vr8TVtV%2B7V%2Bv5f8H8iPw34b8PeDvD9l4U8JaFZ6Zpem2yW2n6dp9ssMFtCgCpHGiAKigAAADAAq7RRXnttu7MgooopAFeAftPf8FAfA/wAD/HMH7Pvwk8B6t8VfjDqNqJ9N%2BGfhB0862hbAW61K6f8Ac6Xa5K/vpyCQfkR%2BlcX8ev2nPjd%2B0x8YdY/Yn/4J/wCtQabe6DKtv8WvjTNbLcWXgveMnT7JD8t5q7Ic7D%2B7tgQZPmIVfZP2Vv2P/gf%2Bx34Gn8G/B7QJ/tWp3JvPE3ifWbprzV/EV82S95f3b/vLiZiWOSdq7iEVVwo7Y0aWHip19W9VHb5yfRdktX5LV9ipU6EVKtq3tH9ZPouyWr8lv4jp3/BPv4z/ALWdxF4y/wCCofxjXxJYNIs9p8DvAVzPYeEbDByqXjgrc61IpCktOyw7twEO019VeDfBPg34c%2BGLPwT8PvCWmaFo2nQiLT9J0ewjtra2jHRI4owFRfYACtOisa2Jq1klJ6LZLRL0X66vuzGriKtZJSei2S0S9F%2Bur8wooorAxCiiigAooooAKKKKACiiigAooooAKKKKACue%2BLHxM8L/AAa%2BGevfFbxpd%2BTpfh7S5r69cEZKRoW2LnqzEBVHdmA710NfJ/7Yt5L%2B1r%2B0b4W/YE8NTNLoFhJB4o%2BME8TfKmnwur2unMR/FPJsYrwwXy3GQDXfluEjjMUo1HaEbym%2B0Y6v5v4V3lJHn5pjJ4LCOVNXqSajBd5y0j8l8T7Ri2dN/wAE0/hv4o0f4JX/AMe/ibaeX4w%2BLmty%2BKtbVgc28E//AB6WwzyESDaQp%2B6ZWHavoHWNH0jxDpVxoWv6XbX1jeQtDd2d5AssU8bDDI6MCGUjggjBqeGGK3iW3t4lSNFCoiLgKBwAAOgp1ZY3FzxuLnXatzPRLotkl5JJJehrgMJHAYOFCLvyrfq3u2/Nybb9T5L8Tf8ABNTXvgRrd58Tv%2BCYvxfPwh1e4na6v/h1f2733gbW5ScsJdN3A6c7kAGexaIqP4H6V0P7P/8AwUKttf8AiZZ/sv8A7YHwvuvg/wDF25Rhpmh6tdifSPFITG6bRdRAEd4MEMYG2XEe7DRnaWr6Trhf2iv2avgj%2B1f8Mbv4Q/HzwDZ%2BINEunWWOOfKTWc652XNvMhElvOhOVljZXXseTVrFRre7iVf%2B99pf/JLylr2kj1liY1vdxCv/AHvtL/5JeT17M7qivjbwB8cvjX/wTs%2BI2jfs6ftreObzxh8LvEWoppvwx%2BO2qEfabK4c4h0fxCwAUTn7kN/gJOQBIFck19k1jXoSota3i9mtn/we6eqe/RvKtRlRa1uns1s/66p6r8X4z44/5SF/C/8A7Iz48/8ATt4Qr2avGfHH/KQv4X/9kZ8ef%2BnbwhXs1YGIUUUUAFFFFABRRRQBR8UeHrDxb4a1HwpqpcWup2M1pcmJsN5ciFGwexwxr5s/ZM/Zh/af%2BEnjTwz4p%2BMKeBbw%2BC/hppnw80d/D/iC8JvtPgcyXOrzJLYqIriUwWQWxVnSPExN2%2BVUfUNFAHzT%2BzT%2ByT41%2BGH7Tuo/HE/Bj4YfC3Rbjwtf6ZqPhz4W6vPdJ4rv7i%2BtrmPVtRDafYxpcQLBOiELPI39oz7psKoN/wDaY%2BGPhu2/a6/Z5%2BLEepeITqlx8VL2xktZPF2ovpgiHgvxMdy6c05s0lyo/fLCJcEjfhmB%2Bh68Z/ag/wCS3/s4/wDZZr7/ANQrxRQB7NXlX7an7Q1z%2BzD%2Bzh4g%2BKWhaSNT8Q7IdN8HaN1bU9au5VtrG2C9WDTyJuA5CBz2r1Wvmb9paL/hcH/BQL4E/AWTM2l%2BErTWfiRr1q33WltEi0/TWPrtuL6WQD1hU9uOvBU4VMQnNXjFOT9Iq9vnovmXTSctdj0f9jb9nC1/ZZ%2BAGj/DC41T%2B1NdlaXU/GXiCQZl1nW7pjNe3jseWLys23PIRUXoor1KiisKtWdao6k3dt3ZLbk7sKKKKzEFfNH7f/x8%2BKcOreFf2I/2VdcSx%2BK/xX88R68I/NHg7w9DgX%2BuyKP40DLDbqxUSXEqAE7GFfS9fJP/AATatP8AhfnxO%2BMP/BQ7X83L%2BO/GVz4V%2BH00gytt4T0O4lsoBEDyguL1b65cfxF4z/CK68LGMVKtJXUbWXeT2%2BS1b9LdTqwyjFSrSV1HZd29vlu36W6nvX7NP7N/wp/ZN%2BDGjfAr4NaEbLRtHhIMsz%2BZc31wx3TXdzJ1muJXLO8h5ZmPQYA7yiiuac5VJuUndvc55SlOTlJ3bCiiipJCiiigAooooAKKKKACiiigAooooAKKKKACiivKf2p/2svB/wCy9oemxXvhnV/EnijxJPJa%2BEPCOg2Ty3Wr3KhSUBClY0XcpZz0ByAx4rbD4eti6ypUo3k9l/Vkklq22kkm27GGJxNDCUJVq0uWK3f9XbbeiSTbbSSuH7X/AO1JoP7LPwv/AOEiGmtrHifWbgad4K8LWwLXGsalJhY4lVfm2BiC7DoOB8zKDlfsP/s0a58APh3f%2BJPihqa6r8RvHGoHWfH%2Bs5DeZdvkrbIR/wAsYVYooHy53EABgBzf7Mv7LPxK1n4nN%2B2F%2B2Td2mofEW5tmh8OeHbR9%2Bn%2BDbJs/wCj2/JDzkEiSbnqwBIJZvo%2BvSxdWjg8K8Fh5KTbTqSW0mtoxfWEXrf7UtfhUb%2BZg6NfG4pY7ERcUk1Tg94p7zkuk5LS32I6fE5WKKKK8c9oKKKKAOe%2BLHwo%2BHXxz%2BG%2BtfCH4t%2BEbPXvDfiGwey1jSb%2BLfFcQuOQe4IOCrAhlYBlIIBHzd%2Bwz8QviF%2Bzt8YdX/4Jl/tC%2BLbvW77w3o41j4N%2BM9VfNx4o8KhxF9nnfpJfWDlIJTw0kbQy7eWY/WVfKn/BWzwzqvhH4F6J%2B274DspG8Wfs9eI4fGNm1uMSXWjDEOt2LH/nnLpzzsR3aCM8YzXbhJe1f1eW0tvKXR/P4X3T8kdeFftH7CW0tvKXR/PZ%2BT8kei%2BOP%2BUhfwv/AOyM%2BPP/AE7eEK9mrw/XNb0rxL%2B3h8I/EehXqXNjqHwP8cXNncR/dlik1TweyOPYqQfxr3CuLY5NgooooAKKKKACiiigAoormPhz8bfgx8YbjV7T4R/F3wx4pl8P35sdfi8Oa/bXzabdAkGC4ELsYZAVb5Hw3B44oA6evGf2oP8Akt/7OP8A2Wa%2B/wDUK8UV3/gn42/Bj4leKNe8D/Dn4u%2BGNf1rwtci28T6Pomv213daRMSyiO6iidnt3JRxtkCnKMOxrgP2oP%2BS3/s4/8AZZr7/wBQrxRQB7NXzV4aH2//AIK9eLri54bTv2eNChtAf7s2t6m8jD6mKMH/AHB6V9K180eL3/4V9/wVq8G%2BIL/5LX4kfBHU9BtHH8d7pWpRXyof%2B2F7csPXafQ47cFr7VdXCX4cr/JM0p9fRn0vRRRXEZhRRRQBifEvWb/w78OPEHiDSlY3Vjol3cWwXqZEhdlx%2BIFeF/8ABH/RdO0H/gl18BrXTSpSf4Y6VeTMpzunuIFnmY%2BrGSRyT6k19F3dpbX9pLY3sCywzRtHLG4yHUjBB9iDXyx/wRx1O48P/seH9mbXpmOvfA/xnrPgHWY3bJ2WV27WUg7lJLCazkUnqGrshrgJpdJRb9LSX5/mdUNcFNLpKL%2BVmvz/ADPquiiiuM5QooooAKKKKACiiigAooooA%2BB/%2BCvH/BXj4k/sAfEnwz8Hvg98NNE1XVtV0RdZ1HUfEsc8lsls080CRRJBLGxk3QSEsWwoK/Kc8fUv7E/7S0H7YP7LfhD9o2DwzJozeJLGV7jTHk3%2BRNDcS28oVsDchkhcqSMlSpNH7S37E/7Lf7YMGmQftG/CCx8SNo0jNplxJdXFtNBuxuUS28kblCQCULFSRnFegeDfBvhT4d%2BFNP8AA3gbw9aaTo%2Bk2iW2m6bYwiOG3hQYVFUdABXi4XC5xTzitWrVlKhJLkhbWL08vXq736WP03Ps%2B8OcX4c5bluW5bOlmtKcniMQ5XjVi%2BayS5ne94NJwh7PkaTnz6adFFFe0fmQUUUUAFMktraWaO5lt0aSLPlSMgLJng4PbNPooAKKKKACiiigAooooAK4f9pvw/pXiz9m34heFteRGsdT8D6taXqyjKmKSzlRwfbaTmu4r5%2B/4KnfFy9%2BDf7AXxN1nQI2m1/XfDsnhnwlaREeZc6vqrDTrJEH8R8%2B5Rsf3UY9ATW2GhKpiIRju2vzX9fI2w8ZTrwjHdtfmjyf/gn5r2q%2BJtL/AGNdd1t5Hu7n9jjWWuJZTlpWEnggbz7tjd%2BNfbNfNfw3%2BFVl8Cv2kv2efgjpkiPbeDv2a/FWh27p91ktLzwZApGe2IxX0pSxE41K85R2bbXzbYq8ozrzlHZtv72wooorIyCiiigAooooAzfGWm6zrPhDVdI8O6l9i1C602eGwvMkeRM0bKkmRyNrEHj0r41/4J92Gt6B8QPAl3cfA7xr4Ms/Cf7P3h34e%2BJYNX8DahaJNr0Esji2jZoAtzb2ixXR%2B3IWtCdQUJOxkYD7cooA%2BHv%2BCf3gD4g6T8UvhH4e1j4UeKNBvvhJ8EPEfhT4n6xrfhm6sbXVtcutV0WSKS1uZo1j1NJX0/Urzz4GlRBdLuZXnZa9a/aY034rr%2B11%2Bzzqt1408PP4Ob4qXqW2hR%2BGJ11OO8/4QvxNmZr83pieLAceULVWywPmfKQ30PXjP7UH/Jb/ANnH/ss19/6hXiigD2avnL/gpf4V8S6d8H9B/ai%2BHukS3viP4I%2BKrfxjb2dsv76%2B02JHh1SzU9f3lhNcHHdo0FfRtNmhhuIXt7iJZI5FKujrkMDwQQeorbD1nh68alr26d1s1802vmVGXLJMzvBXjLwz8RfB2leP/BWsQ6ho%2BuadBf6Vf27ZS4t5kEkcin0ZWB/GtOvlD9lnUZv2I/j5dfsBeNZ3i8F%2BIZrvWvgHq05/d/ZixmvfDxY/8tbV2aSEHJa3cDOY8V9X1eKoKhVtF3i9Yvunt8%2Bj7NNdgnHlemwUUUVzEhXxz%2B0LqA/4J/ftxWn7aFyVt/hR8Y4tP8LfGK46RaBrcJMWj67KeiQSK/2CdztVP9GdicV9jVjfET4e%2BCfiz4E1j4Y/Enwzaa1oGv6dLYaxpV/FvhureVSjxsPQgn3HUYNb4esqM/eV4tWa8n%2Bq0a815s3oVVSn7yvF6NeX%2Ba0a816mwrKyhlIIIyCO9LXxX8IPi943/wCCYXjXS/2Sf2tfFF5qnwg1K7jsPgx8Z9VfcunK3EPh7XJukM0YAS3u2xHPGArFXUivtQEEZByD0Ior0JUZLW8Xs%2BjX%2Bfdbp/JtVqLota3i9n0a/wA%2B63T%2BTZRRRWBiFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXxzeaiP%2BChX/BQLTtO0JluvhD%2BzPrrXmp36/Nb%2BIfHxhZIbaM9HTTIpWkdgeLmdFwfLJq3%2B0b%2B058Uf2qfidqn7Cf7AfiV7XUbKb7J8X/jLZoJLLwLbMP3llaP9241l1yqRrkW%2B7fIVZcL9Efs9/AH4W/su/BvQfgP8GfDq6Z4d8O2Qt7GDdvkkJJaSaVzzLNI7NI8h5d3Zj1rvjH6nT55fHJaLsnvJ9m1pFb2bl2v2xX1SnzS%2BOS0XZPq/NrSK7NvtfjPHH/KQv4X/wDZGfHn/p28IV7NXjPjj/lIX8L/APsjPjz/ANO3hCvZq4DiCiiigAooooAKKKKACiiigArxn9qD/kt/7OP/AGWa%2B/8AUK8UV7NXgP7bHxA8FfDX4rfs2%2BIvH3ia00jT5fjpNZre38ojiE8/g/xNFCjOeF3yOiAnAywHenGMpOyV2DaR79RRRSA86/ai/Zp8DftVfCmf4aeMrq70%2B5huotQ8OeI9Lk8u%2B0HVISWt7%2B1kHKSxtz6MpZTlWIrz79k/9qbxxeeM5/2Qv2urW00f4v6BZedBdwL5dh4105flGraeTgHOP31uPmhfPG3p9DV5r%2B0/%2Byv8M/2q/BNv4Z8cfbNO1XSbsX3hTxbolx9n1Tw9fr9y7tJxzG4IGV5VwNrAiuyhXpun7Ct8O6fWL7run9pdd1aS1uMlbllt%2BR6VRXy58Ov2v/iZ%2BzZ4w0/9nr/gom1jYXV9cLaeDfjLYW3kaB4qP8EVz/DpeoEDmFyIpGDGJsYWvqMEEZByD0IrKvh6mHkubVPZrVNd0/zWjWzSYpRcQooorAkxfiL8OfAfxd8Dap8M/ih4Q0/X/D%2Bt2b2uraPqtqs1vdQsOUdGBBHf2IBGCBXyVa/D79r7/gmOSnwP0bX/AI5/AS3GV8BS3v2jxh4KgH8GmSzEf2vZouQtrKwuEARY3kAIr7Poroo4iVJOLXNF7p7evdPzWvqtDelXlSTi1eL3T29e6fmtfVaHnP7NX7Wf7PX7XnglvHn7P3xMsNetbeXydUskLQ32lXAyGt7y1kCzWswIIMcqqeMjI5r0avA/2kP%2BCc/wE/aA8Zp8atBuNa%2BHPxRtYtlh8Uvhzf8A9m6uAMYjuSoMV/DwAYrlJFK5A25zXBJ8X/8Agpv%2ByH/onx8%2BDFl%2B0N4NtuD44%2BE1rHp3ieGIfx3WhzSeTdPz1spgcDiGtfq9GtrQlr/LKyfyekX/AOSvyNPYUq2tGWv8srJ/J7P8H5H1zRVLQ9ct9c8O2fiUWdzZxXllHc/Z9RgMM0CugfbKjcxuoOGU9CCD0ry74G/tk%2BBvjx48k8EaB4G8TaXDdaZc6p4Y1zWLa3S08Q2FvdC1lubYJO8yKJSuBPHEzo6yIHUkjmjSqSTaWi3OdU5yTaW2569RXOaf8YvhHqvxBuvhLpfxS8OXPiqxgE174Zg1uB9QgiPR3tw/mKv%2B0VxXR1DjKO6Jacd0FFFFIQUUUUAFFFFABRRRQAUUUUAFFFFABRXk37R37df7Iv7JaxwfH/49aDoWo3GBY%2BHxcG61W8J%2B6ILC3D3MxJwBsjPJHrXj7/tOf8FCf2sj/Z/7IH7MK/CnwvP8p%2BJ3x5tHivHjPBksvD8Did2wQyNdyW6nuh5FdNPCV6kedrlj3ei%2BV9/kmdFPC1px5mrR7vRfjv8AJM%2Bh/jt%2B0L8Ef2Y/h7dfFb4//FDR/Cfh%2Bz4k1HWLsRq74JEUa/emlbHyxxhnY8KpNfMlz4j/AGy/%2BCmQGleBdP8AE3wB%2BBN1n7Z4ov4/snjbxlbHjZZQMCdFtXGT9olzcupUokYYmu%2B%2BB3/BNL4SeA/iFa/tAftA%2BMdb%2BNPxVt/mg8d/ERkmGlsTkrplggFrpkeeQIUDjJzI1fR9aKrh8N/C96X8zWi/wxf5y%2BUTT2lDD/w/el3a0Xon%2BcvlE5D4E/AT4QfszfC/TPgz8CvAdj4c8N6REVs9NsEONxOXkkdiXlldss8jlndiSxJOa6%2BiiuSUpTk5Sd2zklKU5OUnds8Z8cf8pC/hf/2Rnx5/6dvCFezV4z44/wCUhfwv/wCyM%2BPP/Tt4Qr2apEFFFFABRRRQAVT8Q6ne6LoF9rGm%2BHrzV7i0s5ZrfStPeFbi9dULLBEZ5I4g7kBVMkiICw3OoywuUUAfJ37Wf7UHx1uvgPfac37MXxU%2BFVvqXiXwzpOreONX13w2F0zTL/xDpun6hNHJpmsXVxBKlldXUizCMCIx796lQa7n9h/U9X067%2BMXwum8Zazrnh3wB8WpdF8Iar4j1241O7Ni2iaRfzQyXt1JJNc%2BRfXt9bh5Xd1EAjLHy69r8SeG/DvjHw/feEvF%2BgWWq6VqdpJa6lpmpWqT293BIpV4pY3BWRGUkFWBBBIIrB8L/Af4HeB/DOkeC/BXwZ8KaPo3h9p20HSdL8O21vbaaZ0kSY28UaBITIs0qvsA3CVwchjkA%2Bc/%2BCZdj8Tfgi837In7R7axqPxQ8PfDbw1q3inxVN8aNb8ZWWvGRbq0e8Q6sEfTZpLm0uZHt44ljZXj2yS%2BWRHrftu6dpXxh/aC%2BBn7PfxP/Z71bVPBup/Eq/N/4h1KTTX0i%2BLeC/Ew%2ByCNbs3qzDO8ObdUUx5WUMFz7n8JPgB8CPgBpt3o3wH%2BCnhHwTZ6hOs1/aeEfDdrpsVzKF2h5Ft40DsBwCQSBxXD/tQf8lv/AGcf%2ByzX3/qFeKKcZSjJSi7NA0mrM86s/F/xe/4Jxyr4f%2BK15rPjv4FoQml%2BNjG13rHgmPoINSVQXu7FR927UGSIDbICNrV9O%2BGfE/hvxr4es/Fvg/XrPVNL1G3Wew1HT7lZoLiJhlXR0JVlI6EGrksUU8TQTxq6OpV0cZDA9QR3FfNniH9kj4pfs2eIbz4n/wDBP/V7Cwtbu4a68QfBvXp2j0DVXJy8lk6gnSrlueUBgc7d6ADNd7nQxvxtQqd9oy9f5X525X1SeplaVPbVfiv8/wAz6Vorx/4A/to/DH42%2BIZvhbr2nah4H%2BIunx7tW%2BHfi6NbfUYgM5lg5KXsBwSs0DOpXBO3OK9grkq0atCfJUVn/Wq6NeabXmaRlGSujI8e%2BAPA/wAU/B%2BofD74k%2BEtO13Q9VtzBqWk6raJPb3EZ/hdHBB5wR6EAjkV8zx/Az9rL9hMi7/ZJ1G4%2BKfwwgPz/CDxXrG3VtEhH8OjanMT5sajG20uiQAm1JVJxX1fRWlDFVKKcNJRe8Xqn/k/NNP12LjNx06Hk/7OP7anwE/admvPD3gbxBdaZ4r0kY8QeAvFNk2na7pD8ZWezlw%2BBkfvE3xnPDmvWK8v/aK/Y4/Z7/akhs7v4r%2BBw2t6Ud2g%2BLdHupLDWdIk5Ie1vYCs0WCc7dxQn7ymvLE0D/go7%2Byh%2B78J61YftE%2BC4P8AV6f4guodG8X2cQ6Kt0FFnqO0DOZVgkY8biea29hhcRrRlyv%2BWT/KWz/7e5X5lcsJfC7eT/z/AMz6jorwj4Rf8FHP2Yfih4pT4ZeJPEd/8PfHBwH8B/E3Tm0TVNxOAIlnIjugezW8koI5zXu9ctahWw8uWpFp%2Bf6dH6ptESjKLs0FFFFZCM3xjoD%2BK/COq%2BFo9Qe0bUtNntVuo1y0JkjZN4B6kZzj2r58/Zs/Zz%2BP/wAL/EGg618UrTw7c3vhr4er4O8LN4cvnms7OCCOEm%2Bu2njhkaa5liQmOKNhCAyl5N24fStFbQrTpwcFszWFacIOK2Z%2BaXgCX46fBf8AZ/1/SdTl8VafbW/hqytfE/jXxn4Li0a48OeIdU1eOyvprG7e3ilnj%2BzSGaa8Mk8aYikE6qrqnf8Awl8YeJLb4i33wH/Zh%2BLGr%2BHvAHiXxtrF9pXiqG8j1aWw0jR9Oit9TfTpNRW4iZX1eW1zJIssY86cKvI2/dN/YWOq2M2mapZRXNtcRNHcW88YdJUYYKsp4YEcEHg1wPxU/ZU%2BA/xl0TSfDvjXwS6WehxTQaZBoeq3WliO3lQJNat9ili8y2kQBXt33ROANyHAx3fX6dRvnja/o/R2e7T%2BVvx7fr1Oo3zxtf5/Oz3a%2B6341P2T/iv4g%2BJP7K/hH4ufFDUYI7698PLdatqcka20M4TcDd7eFijkVBMBwFVx0xXoOheI/D3imwXVfDOvWWo2r/cubC6SaNvoyEg1FfeDfCOp%2BEJvh9qfhbTrnQbjTW0640S4so3tJbNo/La3aEjY0RjJQoRtKnGMV8565/wRi/4Jd63ftqkP7GnhXR7lus/hVrnRnH0NhLDt/DFci%2Bq1Jyc243elknp96OVfVpyk5txu9LJP9UfT1FfKo/4I8/sr6Rx8OviN8b/B6j7i%2BGfj74miCfTzL2TFL/w6usLfjSv%2BChX7VNoOw/4XTPcY/G4hkJ/Gq9lg3tVfzg/0kyvZYR7VX84v9Gz6por5W/4deax0H/BTL9qkD0/4WXZ/z/s/NH/DrG3n41P/AIKI/tU3QPUf8Lkkgz%2BNvbxkfhR7HCf8/v8AySX%2BYexwv/P3/wAll/mfVNV9U1bStEsn1LWtTt7O3jGZLi6mWNFHuzEAV8un/gkD%2Bzdq3y/EL4zfHvxch%2B/H4j/aA8SSK49CIryOrGmf8EWf%2BCX1jepqWo/si6JrlxGflm8W6nf6034m/uJs/jR7PArepJ%2Bkf85ByYNbzb9I/wCcjt/id/wUk/4J%2B/BpZB8S/wBtH4Y6XNFnfZSeNLOS5464gjkaQ/gtefH/AILA/s4eLv3f7Ofwi%2BM/xefoJfh78JNTe1z2zd30dtbAH%2B95u33r2z4Zfsnfss/BRo3%2BDn7NngHwo0WPLfw54PsrJl98wxKc%2B9egUc%2BBjtCUvWSX/pKf5hzYKO0ZP1aX/pKf5nyg37Qf/BVz4w/uPg5%2Bwd4O%2BGVpJ80Ou/Gr4iJdTbPX%2BzdFWY7v9l7lPQ4601v2B/2s/jT%2B%2B/a//wCCkvje7spPml8JfBrTIfB%2BnDP3onuYzPqE0eOP%2BPlCfQZIP1jRT%2BuSh/ChGPorv75cz/BB9blH%2BHGMfRXf3yu/yPJP2c/2EP2Qf2TGkvfgB8AfD%2Bg6lcZ%2B2eIPsxutVuyfvGa/uDJczZ5J3yHkn1r1uiiuapUqVZc022%2B7dzCdSpVlzTbb89QoooqCAorxj45/t/8A7LXwD8QDwD4h%2BIR13xlKStn4B8F2Umsa5cP2QWdqHePPZpdi/wC1XBtrv/BSD9qweT4Z8N6f%2Bzt4NuDzqmuiDWvF11CeQY7VC1lp5YcHzXnkQ87QeK7IYKtKCnO0IvrLS/ot5fJP1LVOTV3ovM73xx/ykL%2BF/wD2Rnx5/wCnbwhXs1eH63ps%2Bjft3/CPSLrWLrUJbT4HeOIZL%2B%2BKedcsuqeD1MsmxVXexG47VUZJwAOK9wrje5AUUUUAFFFFABRRRQAUUUUAFeMftRuifG/9nDe4G74z3wXJ6n/hCvFHFez185/t/wDwj8E/HLxh%2Bz98NviBaXMunXvxouZN9jfS21xBNF4O8TSxTRSxMrxyJIiurA9V5yMg1FRclzOyJm5KLcVd/cfRlFfOat%2B2j%2BygdjR3fx08BwdHUxW/i7TIh6g7YNVAA/6ZTMT/AB16Z8Df2ovgf%2B0TbXA%2BGPjaKfUbA7dX8PX8T2mp6a44KXFpMFliIPGSu0kcE9a3qYWpCPPH3o91%2Bq3XzXzZz08XTnPkmuWXZ/o9pfJ/JEnx7/Zm%2BCX7THh2Hw98YfA8Gomyl87SdUidre/0ucYImtbmIrLbuCAcowzgA5HFeRrp37dn7JAC6PdS/H7wFb9LW%2Bmis/GOnQj%2B7Kdttqu1R/H5MzE4yxr6Yop0sXUpw9nJKUOz2%2BT3i/RrzTN5U03daP8Ar7zy34D/ALZX7Pv7RN9P4Z8DeM2s/E1iMar4K8R2j6drWnsBllls5wsnHd1DJ6Ma9Srz347/ALKn7P8A%2B0rYwW/xj%2BGtjql1ZENpmsxlrbUdPYHIa3u4Ss0JB5%2BRwCRyDXl4%2BCv7df7O/wC%2B%2BAXx6s/il4eh5Xwd8XXMepRoOSlvrNum52PQfaYZMd371p7LCV/4U%2BR9pbfKSX/pSXqLmqR3V/T/AC/yPpKivnbTv%2BCjfw88F30Xhz9rf4YeK/gzqkkgiF14wsBNos8hPSHVrUyWrD3kaI%2Bwr3nwv4s8LeN9Dg8TeC/Eun6vpt0u621DS7xLiCZfVZIyVYfQ1hWwuIw6TqRaT2e6fo1dP7yozhLZmN8W/gj8Hfj34WfwT8a/hfoPivSXyfsGv6XFdRoxGNyCRTsb0ZcMOxFeFj/gnj4w%2BDf%2BkfsQ/tdeNvhxbx/6nwfr8n/CT%2BHVXr5aWt%2BxntlJ/wCeFwgA6DtX07RVUcXiKEeWMvd7PVfc7r8E/M0jOUVZHzIPj5/wUY%2BCf7v46/seaL8R9Li5m8SfBTxEq3IT1Ok6o0blv9mK4k9q0/Cv/BVD9izVdZi8I/ET4kXnw11%2BQ4bQPivoV14cuEb033qJC5/3JGFfRFZ3inwh4T8c6NL4c8beF9O1jTpxiew1SyjuIZP95JAVP4itfb4Sp/EpWfeDt/5K%2BaP4ormg919w/wAO%2BJvDfi/SItf8J%2BILHVLCdcwXunXaTwyD1V0JU/gavV86eIf%2BCVH7EV7q8vif4ffC68%2BHWsynI1j4W%2BIr3w5Kh9QljLHEf%2BBIap/8MX/taeAvk%2BBn/BTHx3HbLyun/EvwxpniWMnsDN5dtc47f60n1JpexwU/gq2/xRf5x5l%2BActN7P71/kfS9FfNP27/AIK5eBDuufD/AMBfiLaw9rO/1bw5ezj6SJewhj/vAe1KP2xf2y/Cv7z4of8ABLvxt5C/fuPAnjzRNaB/3Y5J7WU/igo%2BoVX8EoS9Jx/J8rD2b6Nff/wx9K0V81f8POfAWkc/EP8AZT/aC8KoP9ZPq3wd1C4iT6yWIuEP4E0f8Pev%2BCetv8uvfHi40Rh99PEfgzWNNKfX7VaIB/Kj%2Bzcf0pN%2Biv8Ak2HsqnY%2BlaK8D0f/AIKnf8E49cANl%2B2x8N03dPtnim3t/wD0ay4rfs/%2BCgP7B2oAGx/bY%2BEkue0fxH0wn8vPqJYLGx3pS/8AAZf/ACIvZzXR/cz12ivLv%2BG4v2KiNw/bA%2BFuPX/hYGm//Hqq3f7ff7CdgC19%2B2p8JYQOvm/EfTF/nPU/VMW/%2BXcv/AZf/Ii5J9n9x63RXg%2Br/wDBUT/gnPogLXv7bXwzfb1%2Bx%2BLrW4/9FO2awz/wV8/4J1zEro37RUestnAXw74X1XUix9ha2smfwrRZdmElpRl/4DL/ACQ/Z1H9l/cfSlFfNX/D0H4Vaxz8OP2cfj14uQ/cm0P4MarHE3/bS7jgQfiRR/w2n%2B1h4s%2Bb4U/8EvfiTNEek/jfxVoehKPcr9rnkA%2BiE%2B1P%2BzsYvijb1cV%2Bcv0H7KfVfl/mfStcb8WPjz8OvgpfeH7Dx9canC3iXWINN06az0O6uoI5pZ4oEa4mhjaO1jMs8SeZMyKS4AJOa82%2BHHi3/gpZ4w8c6Xf/ABC%2BDHwi8E%2BE/tanWbEeMtQ1nVzB/EImjtILdX9CxYe1db%2B2b4F8UfEz9l/xn4C8DeE7jWtd1TR2h0K0tb2C2aO%2B3K1vOZJ2VEWKURzMclsRnaGbCmY4eFPERhUkmnvaSdr6avbTf0W4lFKSTNb42%2BKvjH4V0aPUfhT4d8KTQ28E11rWp%2BLtems7eygiAY7VhgkMjEbuSUVQpJJ4U/Pvib9qn40%2BJluPjN4c8RXHhjTtC%2BF/h/xnF4CurW1lj1WC6Mr6jDczPD5ytCghjjkhkRAzlmRxtr1f4lfDL4/ftJfAG/8Ahr411LQvh3e6/a2iamNGlbXTFGJg91alpY7ZHSWNfJLbeFkkxk7SNDVf2SPhx498PaPp3xv1DUvGOo6Rbz2w1mecaXJc2ksqSPZTR6YLeOazzFCPs0iujCFC4dgWPRQnhaEF7RJu7Wivpp8nfVaWa3RUXCK1PAvgl4rh8N/HzQTbeNLx/iBrPxW8RaR8QtAvNWkM%2Bp6ME1C606%2BFpJIRFHDD/Z5DxIsYDSoOeK%2Bm/j18B/B37RvgUfDfx9rXiK00l72O4vYvDfiS60uS8RQwNvLLaukjQsG%2BZAwBwPQV1S6DoSa03iRNFtBqLWwt2vxbL5xhBLCMvjdtBJO3OMkmrdYV8W6lWNSHutf1ppsun/ARMp3aaOH%2BB37NH7P/AOzT4fPhj4CfB7w/4UtJAPtH9j6ckUtyR/FNLjzJm/2pGY%2B9dxRVfVtX0rQdNm1nXNTt7Kztoy9xd3cyxxxKOrMzEBR7muac6lWfNJtt97t/qyW23dnkPjj/AJSF/C//ALIz48/9O3hCvZq8W8X3Vtff8FAfhXe2VxHNDN8FfHbxSxOGV1Oq%2BECGBHBBHIIr2moEFFFFABRRRQAVT8Q%2BIdA8JaBfeK/FeuWemaXplnLd6lqWoXKQ29pbxoXkmlkchY0VVLMzEAAEkgCrlFAHkGmftffAP49WuofD/wDZE/a9%2BEHiHx3Jp8k2k2lt4otdbWHaVDTS2lldpNLEuRkK6ckDcuc0v7J/7QviP4s/sQ%2BCf2nfixa6fFqmseAbfXvEEWgWkkVssht/NlEEUssjqnB2q0jkDALHrXpfjTQdV8UeFL/w7ofjbU/Dd5eWzRW%2BvaLFayXdi56SxLdwzwFx2EkUi%2BqmvOf2a/2UIP2aPgp4a%2BAWlfHTxn4p0DwuGt7RfFdvozy3On/ZTbx6fMbTT4FaBCRKGVVmZ1AeV4yYyAcJ%2Bxr%2B1L8fPip4w0bwr8f9N8JI/jf4T6d8QPC6%2BE9Pubf%2By7e4lCT6ZdNPcTC6khE1ptu4xAspeX9xFsG67%2B0x8XPhRd/tdfs8/Be1%2BJ3h6Xxja/FS91C58Jx61A2pw2Z8F%2BJlFw1qH81Ysug8wrtywGeRXS/szfsV%2BAv2YNVfV9A%2BIPi3xLLbeGLHwz4dHiy9tZhoGhWbyPb6bam3t4S0amT5pZzNcSCOLzJn8tccz%2B3rofxG8Q%2BOP2fNO%2BE3jq18O6//AMLpupLDU77ShewAr4N8TM0ckRZSyOoZCVYMu7cDkCnFJySvYipJwg5JN26Ld%2BSvZfij6Irzb44fsl/Av9oG6t9d8d%2BETB4gsB/xKvF2hXT2Gr6ew6GG7gKyADrtJKeqmuLX9rH4sfBU/Yf2wfgPe6VZRcP498BpLq%2BiMB1kmjVftVkOn343X/br1/4dfFL4b/F3w5H4u%2BF3jrSvEGmy/dvdIvknQH%2B6xQnaw7qcEdxXRyYnDNVIu3mnp96/J/ccdPFYHH3ov4usZK0l/wBuuz%2Bauu0jx3TPDH7d/wAA9Rg0/wAP%2BKtI%2BM/hTzlj8nxLMmkeIrKIkDP2qNDbXoUfMS6RO2OpPNe/scKTjoKWsL4m%2BG/Fni/wHqfhrwL49l8L6teW/l2WvwWEd09k2R84ik%2BVzjI56ZyCCBUzq%2B3kuZJPq0rfNpafcl6HRTpfV4vlba6Ju/yTev3t%2Bpg/Dn4ueIfEnxG134U%2BOPBVtpGr6NY21%2Bjadq/223uLSeSZImLmKIxS5hYtEVOAVIZgQa7KPWtHm1aXQIdWtnv4IEmnslnUzRxOWCOyZ3BWKsASMEqcdDXlfw4%2BDfxO%2BGXwz1nwd4Wbw1Y%2BKNRsrmRfHCpc3Ru7/kQ3F3DcyPNK2G3HdO4ByBxgV4b8OfCHxJ8M%2BItYHi/w1L4P1fx945tfDl14sttaklub6wsLOWS4nWeeKOaNpvs0rK7KFAkAjIJXPSsNRrSk4ySSt8%2B7tvbRu2rOV4qtRjFTi23f5dlfa%2BqV3ZH2TqGnafq1jLpmq2MN1bXEZSe3uIg8cingqynIIPoa8H8T/wDBNj9mmbW5/GPwdtde%2BFHiC4bdLrPwr1yTR/MP/TS1jzaTDPXfC2a47wR%2B0J8WdK8A6pafDHWLK903QtJ1bxRFrPjOS61BpNHN0w0y081rhZXM6R3QFzJI5VYFbbJnFfUXhzV/%2BEg8PWGui2eH7bZRT%2BTIpDJvQNtIPQjOKl/W8A/cna%2Bmj39Vqvk0zajXo4tbf15P/hjwAeCf%2BClnwd/5E74w%2BA/i9pcfIsfHGkPoOrbB0RbyxElvI2P4nt0yep9V/wCG9/FPw8/cftP/ALGnxP8ABAj5uda0bS08S6TEv983GmGSVR/vwofbPFfRdFL63SqfxaUX5q8X%2BGn/AJKb%2Bza%2BGT/P%2BvvPLPhT%2B2/%2ByF8bplsvhj%2B0b4S1K9Ztv9lnWI4L1T0wbaYpMpzxgoOa9T69K4j4q/s0/s8/HOFovjH8D/Cnicsu0Ta3oMFxKn%2B7I6F0PupBry3/AIdmfAvwx83wK%2BIvxN%2BGB6iHwL8Q72O1z2/0W6ae3x/s%2BXj2o5cvqbSlH1Skvvi0/wAAvVXRP8PzPomivnf/AIZ9/b98EfvPh3%2B3tYeIYYv9Rp3xI%2BGlrOWHYNc6fLaufqVJNH/Ce/8ABUHwV83iL9nn4SeOYx/F4T8eXukTH38u%2BtJUB9vNP1o%2Bpxl8FWD%2Bbj/6Ul%2BYe0a3i/z/ACPoiiszwXqviLXfCGma14v8KNoWq3dhFNqOitex3JsZmUF4DLH8khQkruX5TjI4rzL4A2uvWHx7%2BMOnTeK9e1DSbXxDpqWNvrOrT3cdpPLp6XU6QeaxEMf%2BkxYjTCKAMAVzxpc0Zu/w/jrbf%2BrlOVmvM9gor42sf2rPjv4f8c6j451LxDfXfhq907xJf6El/aWH9j6vb2flR2h04wr9tidZJEMxu2VHQs0O8/d6vTvj7%2B0Z4S1x/gtrHinRdb8Uavq2iW%2Bk6/d6Jst9P%2B3Ws9xcCS3hkj85YRAxjUSI7q3zOCCx7JZZXj1X3/f06dfyvoZqtFn0NrHw88AeIWZtf8DaPfFvvG80yKXP13KawLz9mX9m7UGLah%2Bz74InJ6mbwnZtn846b%2Bzz8SvEHxS%2BHZ1nxda2cer6fq99pWqNpsTpbSz2tw8LSRK7Oyo23O0sxUkjc2Mnq/8AhJ/DXnvbf8JDY%2BZG5SSP7Wm5WBwQRngg9q5ZOvRm4Xd12b/Rmym2rpnFH9kb9lEncf2Yvh5n1/4Qux/%2BNVatP2YP2abAhrH9njwNCR0MXhKzXH5RV2H9taORkatbY/67r/jUFx4s8LWg3XXiXT4gOpkvEX%2BZo9tiX9qX3y/zHzy7lPSPhj8NdAYPoXw90OyK/dNppMMeP%2B%2BVFbgAAwBgDoBXM6j8aPg7pALat8WfDNqB1Nxr1umP%2B%2BnFc3rP7Z37H3hwE6/%2B1b8NrLb1F3450%2BM/k0woVHE1XpGT%2BUn%2BjJc49X%2BJ6VRXgusf8FRP%2BCfGizfZ5v2tPB91JnAj0m/N8zfQW6uT%2BFUj/wAFPf2ZdW%2BT4d6N8SfGMnaPwt8JtcuNx9ma0RT9QcVqsux7V/ZS%2Baa/OxHtaX8yPoeivnf/AIbi%2BLPiX9x8Lf8Agnf8Z9SlP3JPEVppmhQn/gV5eBx%2BKCj/AIWb/wAFNfGvy%2BF/2V/hn4JT/nv40%2BJE%2BoyY/wCuWn2e3Pt5uP8Aap/UK6%2BNxj6yj%2BScn%2BAe1j0u/kz6Ior53/4Uj/wUW8cfvvHX7b3hjwlG/Elh8OvhjE5A7hbjU57gj6%2BXnvSH/gmz8MvFf/Jefjp8W/iSjcy2Xij4hXUFkzf9eun/AGaLHsVPHBzR9XwsPjrL/t1Sl%2BL5UHPN7R%2B%2By/zPRPi1%2B15%2By38CRInxe/aB8I6BPH1sb/XYVumPosAYysfYKa85/wCHhtp4/wD3H7L/AOy78UfiQZOLXVofDZ0TSJD73uqGAY90R/5V6N8Jf2Rf2XPgR5cnwf8A2fvCPh6eP7t9p2gwJcn3afaZGPuWNei0e0wFP4YSl/idl90df/JgtVe7S9P%2BD/kfOZ0v/gpx8Y/%2BQl4m%2BHHwX0ubkR6RbS%2BKNajH90yTiCzQ%2B4jlA9%2BlT6V/wTW%2BBOualD4j/aM8SeLfjFqsLiSOX4la895ZQv38rT4hHZoue3knHqec/QtFH1/ERVqVoL%2B6rP79Zf8Akweyi/i19f6t%2BB4n4p0%2Bw0n9vz4UaVpVlDbWtt8E/HUVtbW8QSOKNdV8HhUVRwqgAAAcACvbK8Z8cc/8FCvhfj/ojPjz/wBO3hCvZq4tzQKKKKACiiigAooooAKKKKACvGf2oP8Akt/7OP8A2Wa%2B/wDUK8UV7NXz3%2B3Z4Gm%2BI3j79nrwpbeNNb8PTTfGm6eHWPDt4ILu3dPBvidwVZlZSCRhlZSGUkEc01a%2BpFWU4U3KEeZpaK6V/K70V%2B70PoSvIviJ%2BxF8BvHHiOTx94e0nUPBPiqTJPizwDqDaVfOSckyeV%2B7uM9xMjgjis0S/tx/B75Zbfw78XdIj/jiZdD1sD3U7rScgehhJP14v%2BG/24PgZeavF4U%2BJF3qnw912U4TR/iBpraaznp%2B7nfNvKCehSRs/jW0PbU3zU3936r/ADTPEq5jlWISpY%2BHs3fRVVyq/wDdndwv2cakX5GL/Zv7fHwV/wCQTrPhn4y6LH9221QLoOuqvZRNGGtJyB3ZIST1PerOk/t9/BrS9Rh8OfHfRfEXwr1aZxGlv4/0lrS1lfv5V8he1kXPfzRn0HOPbbS7tb%2B2jvbG5jmhlQPFNE4ZXU9CCOCPeo9W0jSte06bR9c0y3vbS4QpPa3cKyRyL6MrAgj2NV7anP8AiQ%2Ba0f3bfgjrWDxNFXw1Z27T99fJ3U1/4FIZomvaH4m0uHXPDes2moWVwu6C8sbhZYpB6q6kgj6Gq/i7wT4N%2BIGjN4d8eeEtM1rT2lSRrHVrGO4hLqcq2yQEbgeQcZB5FeS61%2BwB%2Bz4uqTeI/hRb658NNXmbdJqPw31uXSw5/wBq2TNs49miOaqjwJ%2B338Mf%2BRM%2BNXg74kWKdLLxzob6VfhR0Vbux3RO2P4ntxnv60KnSbvTqWfno/vV1%2BQPFYymrYihdd4NTX/gL5Zf%2BlHYeNv2Xvh7458VjxHeX%2BqWVncWFrZaz4f0yaKGx1a3tmka3juFEe8rH5rgKjopU7WDDit/4vfD7XviX4Nfw14Z%2BKmveDb77RHPb634d%2BzmdGQ5CMtxFIjxn%2BJSvIGMivMR%2B2F8R/A37r4//sd%2BPvD6rzJqvhaKLxHp6r3cvZnz1X/egHHXFdL8Pv22P2T/AIoXf9l%2BEfj14da/3bTpWpXv2G8Den2e5EcufbbVyhjFaVm1HZq0l%2BF195NPG5VOTp86jKW6leEn8pcr%2B5nI/wDCL/8ABSH4a8aB8Uvhv8T7JPmMXijRJ9A1Bx/dE1mZoC3uYVGfSl/4bE%2BNfgn938cP2D/iLpgHW%2B8ETWniW1x3bFtIlwB9YM%2B1e%2Bo6SoJI3DKwyrKcgj1paX1mEv4lOL9Lxf4O34HT9VqQ/h1ZL1tJf%2BTK/wD5MeIeHP8Ago5%2Bxdr2pLoep/HKw8N6ieG03xraXGhzI390rfRxDOeOCRXrvhjxl4Q8bWA1XwZ4q03V7U4xc6ZfR3EZ/wCBISKf4i8K%2BGPGGnNo/i3w5YapaP8AftdRs0njb6q4INeR%2BJ/%2BCc37EXim/OrSfs5aBpd4cn7b4YSTR5gfUPYvEwPvmj/YZ/zR%2B6X/AMiw/wBvh/LL/wACi/8A25HtdFeBf8MFW%2Bg/N8L/ANrX41eGFT/UWkfjo6lbR%2Bg8rUY7j5fYEUv/AAor9vHw5%2B88K/t2aZrKp9y18Y/C20csOwaWxmtz%2BO3NHsMPL4aq%2Bakv0kg%2BsYmPxUX8nF/rFnvlcL4U/Zk/Z88BeILvxV4D%2BDugaFqN/dx3V9daLpyWjXMyMWV5PKChyCTyc5zzXnv2v/gp7oXzTaN8DPEkadRb3ur6TK49gyXKg/8AAsUf8L4/by0n93rX7Aun6jt6y%2BHfi1ZPv9wt3BBj8TVRw9aKap1I2e9ppX9b8oni6f24SXrBv8uY7a2/ZL/Z/tLvWLuPwEXGuaff2N5bXOq3U1tFbXxBvIreCSVorRZiFLiBY921c52jGZH%2Bx38OrHw1/ZeieLPFFnrCeIodcg8YPqy3mqxXsVubWN/Mu45o3VbZngCSRsux243HdXO/8NjfGbR%2BPGX/AAT2%2BLduR97%2BxZdG1ED8Y78Z/Cj/AIb4sLf/AJC/7IXx7s/XPwwnuMf%2BAzyVqqeZdG3/ANvRe3/b39eYvrmC6u3rGS/9tPXfhl8OfDnwm8D2HgLwsLhrSxjINxeTeZPcyMxaSaV8DfI7szs2BlmPA6V5r4u/4J0/sL%2BPPEeoeMPGH7KvgvUNU1W%2BlvNS1CfRUMtzcSuXkldhyzMzFiT1JJrM/wCHi3wTtv8AkNfDj4saaR94X3wi1pSPrttjR/w8t/ZOj/4/dZ8Z2x7if4WeIBj8rE0oUc1pzc4Kab3ab1%2B5g8bl7VnOPz/4KG/8Osv%2BCd5Of%2BGQvBX/AILP/r1Nb/8ABML/AIJ7WxzH%2Bx94EOP%2BemhRv/6Fmo/%2BHmn7HH/Q8eJvp/wrHxD/APIFH/Dy79kqT/jz17xjcHsIfhZ4gJP52IrXmz3vU%2B%2BX/wAkL63ln88Pw/yNrT/%2BCe37B%2BlkNafsa/DAkdDN4GsZCP8AvuI10ujfssfsxeHCG8Pfs4%2BA7Ar902XhCyix/wB8xCuA/wCHjPwKuONG8CfFTUT2Fl8JNbYn/vq2FH/Dfej3P/IH/ZM%2BPV7n7pX4V3UAP43BjFZyp5tP4nL5yf6zGsZl62kvkn%2BkT2/R/Dvh/wAPQ/Z9A0KzsY8Y8uztUiX8lAq5Xgh/bN%2BK2rfL4Q/4J%2B/GK4b%2BE6vDpGnqfxlvyR%2BIpP8AhoD9ujU/l0T/AIJ9RWe77r%2BIvixp0O33ItYrj8s1g8HiG7ysvWUf/kmV9ew/2bv0jL/5FHvlFeB/2t/wU71795Z%2BDPgh4ajbot/rerapKn1WKC3U/g9B%2BDH/AAUB8TfvfE37bPhvw%2BG%2B9beDvhZCxX/dlv7mf9Uo%2BqxXxVYr5t/lEPrcn8NKb%2BSX5yR75VPXfEXh/wAL6e2reJdds9OtU%2B/c310kMa/VnIArw7/hhfV/EH7z4n/tofGnX2f/AF9vaeLYtItn9R5enQQsAfTcauaH/wAE2/2JdH1BdY1D4Cabr96vJvPGF5c61Ix7km%2Bkl/wo9ng471G/SP6ya/IPa42Xw00vWX6RT/Ms%2BLf%2BCiH7FXg/UP7GuP2h9B1W/wAkDTvCzyaxcFv7vlWKytn2xWT/AMNq/EXxp%2B5%2BBf7EPxR8QFuYr/xJZW/hyydezB7%2BRZSO/EJ46Zr2jwl4D8DeANP/ALJ8CeDNJ0S1AGLbSNOito%2BOnyxqBWtR7TBw%2BGm3/il%2BkUvzD2WNn8VRL/DH9ZN/keAGx/4KUfE3i7134YfCuwl5AsLW68S6nCPTdL9mtgffY47%2B1J/wwDoPjj99%2B0n%2B0H8SPiSZObjS9S8SNpmlO3tZaaIEI9nL%2BnTivoCvOfiT%2B15%2BzB8IZWtPiH8d/DOn3att/s4aqk12T6C3iLSk9uFq4YnEydqMVH/DHX77Sf4oyrUcDQhz4qd13nLT7rxj%2BDOX8RaVp%2Bhft6/CXQ9JtVgtLP4I%2BOYLWFSSI401TweqqM88AAV7dXiPiPU7HW/29/hNrOmTGS2u/gj45mt5ChXcj6p4PZThgCMgjggGvbq4ne%2Bp6CtZW2CiiikMKKKKACiiqfiHQ7LxNoF94b1Ke8it9Qs5ba4k0/UJrS4RJEKMYp4HSWFwCdskbK6HDKwIBABT8feKb/wT4N1DxXpfgnWPElzY25kg0LQFgN5fNkARxfaJYotxz1kkRR1LAVi/s8/Gzw3%2B0l8DPCfx98H6LqenaX4w0G21aw0/Wo4ku7aKaMOscwhkkjEgBwdkjrkcMRzXL6D%2BzFonwSS/8d/BC58aa/4ni02WLS9J%2BIXx58U3ulXEjYwsovbi/jh5A/fLbSOnO0cmsP8AYW%2BF/wC0t%2Bz/APso/D74E/Frwd4FTV/Cemx6NqF14c8a3l7bSWkFmRFdRmbTLdmlecKjQFVVI2MgmkYCJgDo/wBkr9qE/tcfDDTvjJo3wI8a%2BDvDuu6LYat4Zv8AxjLpGdYs7uIyxyRR6fqF08W1NhZZ1ib96oAYhwvJ/tv/ABB8IfC/4j/s8%2BNPHeriw0u1%2BNN2tzeNA8ixb/BnidFLBFJC7mGWxgdSQMmsv9jL9kjxd8B/i14l%2BIj/AAb%2BGfwp0DVfDGn6Vb/Dz4S6rPd6bc3VvNcSPqk5fT7CNLgpKkACQFmSPMkr4jWO3%2B018L/DUH7XH7PPxWXUfELanc/FS%2BsJbSXxdqL6YIv%2BEL8THcumtObNJflH75YRLgsN%2BGYFO9tCKiqOm1TaUraNq6v5q6uvmvU9z8I%2BOPBnxA0lde8DeLNO1iyf7t1pl6k8efTKEgH261P4j8L%2BGvGOkS%2BH/F3h2x1WwnGJ7LUrRJ4ZB/tI4Kn8RXCeLv2Svgb4p1ZvE%2Bn%2BFpPDmttyNe8I3kmmXYP94tblRIf98NWUPh3%2B1h8PD/xb/wCNeleMLFOE0zx9pnlXCqOwvbMDc3u8Lf4TzTjuvuPJlisxpRccVhuePV02pJ%2BtOfLL5Jz%2BZUuv2HPhr4eupNW%2BA3jHxR8M7x3MhTwhrDLYyP1y9jOJLZh7Ki/WmbP28vhj92XwT8U9Pj/viTw/qrj6jzrVj%2BEYPtnj1Tx34xtPh/4K1DxpqtncXEenWpmkgsoWkeQjoqhQTySOcYA5PANcN%2Bzv8TvEvxRu/Fut3fjHRtYsbXVIrbTINGkRobUi3V3QSD55AS65Zx94OAABgauu%2BZRlr6/1c46uDyrDY2nhsO5Uak7tKnLlSSTd3B3g100hvvbd4g/be8JeEv3Hx7%2BEnjn4eunE17rXh57vTg3%2BzeWRmix7sV/CvR/h78ZvhJ8WbT7b8MfiZoWvx7dzf2TqsU7IP9pUYlT7EA1g2nxwudBvtb0P4maHa215o62ZUaBdyXwuzdO6QxKpiRlmYr/q8Nwd2dvNcl4w%2BF/7Dvxd0W28e/EjwB4X02e6vpLVdQ1GNNJ1CO7jcxvC00bRyiVXBXAfr060KdCW%2Bn9ef%2BYqeNx9PSGIp1LXuqidKSs7O7i3HfvFd%2Bp7hXN/EH4N/CP4s2n2H4ofDDw/4ii27Qmt6PDdbR7eYp2/UV5wv7I/irwmBN8FP2r/AIh%2BHgv%2BpsNX1CLXbJF7KI75HkA%2Bko/rS%2BX%2B394H4S4%2BGnj%2B1i7yJd6DezD8PtMOf%2B%2BRWkY2d4T1%2Ba/r7zrnj6/I4YvBzt15eSrH7k1L74Mqv/wT0%2BAuiObj4Qaz41%2BHUzHJbwL40vLOI/8Abu7yW%2BPby8e1H/Cif2zPBvzfDv8AbVTWYIv9Rp3xB8C2t1uHo1zZNbSfiQTVr/hqb4seF/k%2BKv7GHj%2Bw9bnwrJZ67Dj1/wBHlWXH/bLPtU1j%2B33%2Byo90mm%2BJfiU/hm8Y4az8X6Nd6U6H0JuokX8mIrb2uLe/veqUv83%2BJwrEcMxdlU9g/WdH8JckfwM//hPP%2BChfg3/kY/2fvh340j/56%2BEvGs%2Bmy49fKvrdlz7ebj3oH7ZfjTw8PJ%2BJv7FPxc0iVf8AWy6PotrrVuv0exuJHb/vivVfCPxV%2BF/xAQSeA/iRoGtqwyp0jWILkH/v2xrfqHVp/bpr5XX6v8j1KeHqzhzYfFya8%2BSovvsn/wCTHh0X/BRz9kK2kFt4r%2BJF74ZuM4e38WeF9R0wofQtcQIn5Ma7Lwt%2B1b%2BzD43Cjwj%2B0T4I1Fm6RWnim0dx7FBJuB9iK72WKOaNoZo1dGGGVhkEehFcb4p/Zu/Z48cFm8Z/AfwbqzP95tS8MWk5Pvl4yc0r4R9JL5p/mkXyZvDadOXrGcf/AEmUl%2BB11jqOn6pbi80y%2BhuIW%2B7LBKHU/iOKmr58H7EP/BOnxJ4uu/DOh/DDwjBrtmM32neG9Zeyu7fofnjtJkdOo6gdR61eP7APwS06UW/g34hfE3w423KRaL8VtXTA9hJcPxT5MN/O16x/yZEMVmUldU4SW3u1Oq6aw38r3R7rRXhv/DE%2BrWnOifto/HC0I%2B6JPF9vdD8ftNrIT%2BdA/Zb/AGhtP40D/goD4/jA%2B7/aPh/RLv8APdZjNL2VB7VF90v%2BCX9bx6%2BLDP5Tpv8AyPcqK8NP7P8A%2B2TD/wAe3/BQC9f/AK/PhlpL/wDosJR/wo79uBP9V%2B3dpzf9dvhLaH/0G6Wj2NP/AJ%2BR/wDJv8g%2BvYn/AKBp/fT/APkz3KivDf8AhSn7dH/R8%2Bif%2BGgg/wDk2j/hR/7cL/6z9u3TF/65fCS0H/oV0aPYU/8An5H/AMm/%2BRD69iP%2Bgap/5T/%2BWHuVFeG/8KB/bLmP%2Bk/t/XSev2T4Y6Un/oe%2Bj/hmD9pC/GNe/wCCgfjqQH739n%2BGNDtfy22ZxR7Gl1qL7pf5B9dxb2w0/nKmv/bme5UV4Z/wxX4gvPm139tj43XRP3lh8UWdov4C3s0I/Og/sA/CjUOPGHxT%2BK/iBT95NY%2BKurMp9sRToAPpij2eHW9T7ov9Wg%2Bs5k9sPb1qR/SLPc68s8XfHbxR4L/aB8P/AAn1fTPDr2PiS4aLT0ttXmbUliEEjm5kieFYljEkRi2rI7EupH8QHV/CP4M/Dv4F%2BFn8GfDLRrix0%2BS7e6kiutVubx2lZVVmMlzJI5yEXjdjjpyazPiL8JPE3xK8VadNrHxBSHw1p9/bXy6FbaOonluYWLKWujIcIW2kqIwcAgsQxFTT9iqjT1Wu5piPrksPFwVp3V0ndb6q7S0t1t8jifiD8aviR4f%2BI2v63pmvWcPh3wd4k0DR9T0KawDPex6jJarLd%2BfkMnlreKUUDBMDhs5GPOfEXxT%2BMen%2BALjxJbfFDVri/wDGHhzxM1zpxES/2HdWUiNH9lCoGjMUBlVgSSzAPwRivevEH7OngTxZ4hsvFPie/wBVu7yBYBqIW%2B8mHWDA4eE3kMKpHNsYZUFQB6YrX0b4NfDDw944vviRo3g20g1vUlcXl8u4l95BchSdqs%2B0bmUAtgbicV0Rr4eEV7t36L%2Bt9b/I86rgMxrzlepZNv7T0vfVJeVo8u2jkrXOI/Zq1LSLbxd4u8FeB/EV1qnhexTTbzR5bvVJb1rZ7m2LyQieZ3kcELHJhmbBlbpkAXPip8JP2i/H3jCW48HftVTeDfDbQxomlaN4PtJ73cB87G7ujIBk9AsQK%2BprqJdU%2BCnwS0yS1m1Hwt4Rs5ZnuJY2mtrCJ5GOWkIyoLE8lupriNW/b3/ZJ069bS9M%2BMVnr14Pu2nhSzuNWkc9gPsccg/HOKy56kqrnTj96T%2Be1rl1quWYTDKhjMRGGuyqcnVuyXMp2V7W/wCAZf8Aw79%2BEfiL5vjN8QfiH8Q%2B5h8X%2BOLprbPf/RrUwwY9ihFei/Db9n/4G/B2JYvhX8IPDfh4quDLpGiwwSN/vOqhmPuSTXC/8NZePPE37r4U/se/EnV2P3LnXbK20O2Yeu68lWTH/bP6ZpP7Q/b98b82nhz4a%2BArWTgm%2BvrvXLyIeoWNbeHP/AmFOc8TNWnPTtfT7l/kc9HFZLSnz4ShKpLvGlJv/wADmo/%2Blknjj/lIX8L/APsjPjz/ANO3hCvZq8S8Sw39v%2B3x8J7fVb1Lm6T4JeOVubmOHy1lkGq%2BDwzhMnaCcnbk4zjJr22uU%2BjTurhRRRQMKKKKACiiigAooooAK8F/bR0TWfEPxP8A2d9L8P8Aiu50S8b40XjQalawRytEV8GeJzykgKspxggjoeor3qvC/wBsTU9U0j4sfs7aho/h%2BXVJ4/jPeYsoJkjd1/4QvxOCQXIXIGTgkZxisMTOnTw85VL8qTvZNu3Wyj71/wDDr2JnGM4OMtn6/pr9x1n9oftPeC/lvtC8PeNrROBLp9w2l3rD1McpeFj7B1p0P7TfgLTZVs/iNpGueELhmCgeI9JeOFm/2bhN8JHvvFb2g/Frw7rOrQ%2BHb/TNW0nUbgkQWWraZJEZCASdrgFG4BPDdq1vF%2BvWXhjw1ea5qNqZ4reLJgBX96SQqp83HJIHPHNeJQxmGqYSeKwmM5qcL83MudRsrtO6hUi0tbNX20d1fhWHxFNXo1nbtJcy%2B/3ZfizQlmhhha4mlVI0Us7s2AoHJJPYV5poFv4Y8Y6R4s0n4T%2BJdX8NO0snn64sEbo1xOfPe7jM24ucMVy%2BAoxtAAU12OqaXB8RvCN54f8AEWlahpsV2phni%2B0oku3g5V4nYYPTrzyCO1cZofhjxd4b8F%2BLbLR9aj8S399d3Epknmgm2thYxbuERN0nkKpIYAbjjpye2tjKntacoK8JKT/vOybsovlkvkm%2B9lZuMaqk6sbwvC0rtfF8L0VmpK/da%2BlkYPh3wZN/wiOmp8OtZ8NeJ7/w54qGoahDp8r2bX%2BYWj3TPLJO32jeVfzHJDLHtG0EEY2q/D/xr4VvbrTdc8L3et6rrvhC5tbOSwsZJrKPUb%2B5JvlklxtgiVVtiHkKl1V8DPym/baJb6Gsc/i%2BfU7bw3darY6ab7xU6wSmyhhklFvKMIqQ%2BeSoLAFydpLqVp2nat4it/CM9vpWu3ug2GlaNPq%2Bm29uoRh9qun%2BwxMrD/VKqOgi4yCAegrihmklG1SGttk/XWz6NJ2b3a0Xb5uWHoTgk04tLZNO1k1e0kt43Sk3uk0m739ce6/4QHwCLrUY77Ujo%2BlAzLY2jT3N0Yo%2BdkaAs7tjhRySa4bS/wBtL9mi%2BvF0zVfibBoV4eGs/FFnPpcin0P2pIx%2BRIr0rTrmabS4Ly/jEMjW6vMrH7jFQSPw5o1TSNJ1yzbT9a0u2vLd/vwXUCyI31VgQa9/3mk4s%2Bor08faLwtSMUltKLd%2B2qkpLTTZ99yv4e8W%2BFfFtr9u8KeJtP1ODGfO0%2B9jmTH1QkVavtPsNUtXsdTsobiCQYkhnjDow9weDXnfiH9jr9mHxLdfb7z4K6Ja3Oc/atHgNhLn132xjbPvms//AIZLstI/5EL49/EvQFT/AFVtB4sa8gT28u9SYY9sii9RdPx/zOZ186grVMPCa/u1LfhUh/7caHi79jf9lLxy7TeJf2efCMszHLXMGhwwTE%2BvmRKr/rWAP2EPg1pA/wCLd%2BK/H/hD0Hhr4halEg/7ZyTSJj2249qv/wDCrP2sND%2Bfw9%2B1PYaoq/ct/E3gaBtw9DJaywn8dtH9qftw6J%2B8vPCHwz8QIvVbDV77TpH%2BglimUf8AfVWsRVS6/n/meZUo5VKfNXy2UZd404N/%2BBUpxZQ/4Zk%2BN2g8eAv24fHkC9o/Eel6Xqo%2BhL2yP/49n3r034c6J448O%2BEbbSPiL45i8SavE0n2nWIdJWxWcF2KDyUdwpVSqkg8lSeM4HA/8Lu/aM0v5/Ev7Hequg%2B/JoHi/T7z8lkaFj%2BVH/DWKWf/ACMH7OHxW0/H32Pg43Sr75tZJePelLEKS1/K36GuFxWR4KpzxlUhpa01Xt901NL1uZOt6xp2q/tO6P4rtrzxBLY6Jb30epW194Yms7XTJWVIFmSdrdGuvNZiu3fKnRxtC5PJNf6xaftMajJrGjeGdb8Sz%2BKprXR9OvNL83VdO04WLy299DOz7YYA6qjBUCs0nzSB/lPon/Dbf7Ptr8uv6xr%2BkP8AxJq3gzU4Nv1LW%2B0fnViw/bY/ZP1F/Li%2BPXh6Ju63l55BH1EoXFWsTSXVbW3/AOGOGpUyatL/AH6mn7Tn%2BKK1sltKW6S0vs22ktLeFaF4gsrDwxJq/wAMvFs6y6l4V0oePdTtrxjJb3t5qscTSTtnMdysbTK27DxxjkKFXHvn7ORW1/4Szw9ouq3d74f0rxM9roNxeahLdsEEMZmjWaVmZ1SYyIMscFSM8YFm2%2BOn7LGu2V1p1t8YPAN1BfqwvrYa/ZOtwGGGEi7/AJsjghhyK2PDHjb4KaRpMGheDPF3ha1sbddttZ6Zf2yQxLknCpGwCjJJ4HeqlXhONl%2BaOnK8JhsNiIVI4mnJJPSMl1VrJc7Vn8Uurn5HNfEL9qHR/hz4wvPB998F/ibqhs/Lzqfh/wAB3d9Zy741f93LEpD43bT6MrDtWN/w3F8Pk/4%2BfhB8WIfUS/C7VBj8oa9Zt/E3hu7wbXxBYy56eXdo38jVuO6tpRmK4jb/AHXBpKVO3w/ierOhmdSo5UsXFJvRezg7LtfnTfqeNf8ADc/wt/6Jv8T8%2Bn/CsNV/%2BMUv/Dcfw7f/AI9/hL8VpfaP4Xaof5w17PTJLiCIZlnRf95gKfNS/l/H/gE/Vc564qP/AIJj/wDLDxr/AIbW0CT/AI9P2c/jNP6FfhhfID%2BLqtH/AA2PfS8WH7InxouM9P8AikIIf/R1yleuT%2BIvD9r/AMfWu2cf/XS6QfzNZ938T/hrYAm%2B%2BIehwgdfO1aFcfm1LnpL7P4mcqWYQ%2BPHRX/cOkvzmeZ/8NPfGbUOPDv7DfxElJ%2B7/aeoaRZ/nuvDij/hdn7Yl7xpv7EMVvnodX%2BJljHj6%2BRHNXa337Rv7Pel5/tL47eDbfHUTeJ7Rf5yVh6j%2B2l%2Byhph2z/H7wzIfS11FZyfp5e7NJ1qK6L7/wDgnHUrUKf8bNUvR4eP/wAkzGPiH/goFrPz2Hwx%2BFOiKe2peK9QvHX8IbRAf%2B%2BhR/whv7fHiD5dV%2BOfw38PA99D8DXd4w/G5vFB%2BuB9Kvf8Nvfs53Py6J4n1fVXP3U0nwjqdxu%2BhS3K/rR/w1rYXfPh79nz4q6kD9x4vBMlurfRrl4hS%2Bs0%2Blvuv/mY%2B3yWfxY%2BpP8Aw1JP/wBNUv1KH/DNv7QGu/J45/bk8YPEesXhrw9pemY%2BjeRK4/FjR/wwv8L9W4%2BIfxI%2BJXixT1i1/wCImoeWf%2B2dvJEn4AYq/wD8L1%2BP2rfN4W/Y51/Yfuya94n02x/NVllYfkaBr37bmu/vLD4dfDnw8h/h1TxFeX8i/hDBEp/76FH1mXS/yVv0QezyGptQq1vWNef/AKclGP4Fnwt%2BxN%2ByT4OmF1ov7PHhVpwci51DSUvJc%2BvmTh2z75zXpGk6Lo%2BgWS6doWk21lbp9yC0gWNF%2BiqABXl3/Ct/2vNe/ea9%2B0xoWi7vvQeGfAqPt%2Bkl3PL%2BqUf8MqXWsfP48/aQ%2BJms7v8AXQR%2BI10%2BB/bZZxxHHtuNRKrVnum/V/8ADnbhpSwytgsv5F5%2Bxp/lzSPT9Z8QaD4cszqHiHW7Swt16z3tysSD/gTECvPNc/bL/Zj0O8OmJ8XtN1O76Cz8PLJqcrH0C2qyHNJov7GH7MGi3g1F/g9pmpXI63PiBpNSkJ9S108hr0LQ/Dnh7wxZjTvDWg2WnW46QWNqkKD/AICgAqf3r7L8f8jq/wCF6r/z6p/%2BB1H/AO44nkHii%2Bh1P9vv4UalbLII7j4J%2BOpYxLGUYK2q%2BDyMqwBU88g8ivbK8Z8cf8pC/hf/ANkZ8ef%2BnbwhXs1aHrK9tQooooGFFFFABRRVPxDBr9zoF9beFNTs7LVJLOVdNvNQsXureC4KERySwpLE0qK2CyLJGWAIDoTuABV8dePvAvwv8JX3j74meNNJ8O6FpkQk1LWtd1GK0tLRCwUNLNKypGNxAyxAyQO9M%2BH/AMRvh78WPCVp4/8AhZ470bxLoV%2BGNjrfh/VIr20uQrFGMc0LMj4ZWU4JwQR1FeMfELxb%2B1n%2Bzz8NvEPxk%2BN%2Bt%2BG/ixpGg6X9otPAfwp%2BBuqxa5qd8JYxbLBu1m/ziUqSfIOwAyF0WNjWV%2Bx1YX1t%2BztrM73niG08c/E/xTrWp61cz/DrXNGtdN1y6tmmKRRX9nDNBZwxxRRJdzIi3Eke7PnTeXQB7d8Ofjb8GPjDcavafCP4u%2BGPFMvh%2B/Njr8XhzX7a%2BbTboEgwXAhdjDICrfI%2BG4PHFecfta6tp%2BifGL9nTUdUuRDAnxnvQ8hUkLnwX4oAzj3NePf8E4vCPilfHvhG/i%2BCvijwTZeBP2cfD/gfxZb%2BI/DFzpi3Gt207N9lt2njQX0doEuT9qgMlu328GOV9z7ez/bT8GftW6/%2B0L8C9R%2BEvxP8E6do8HxPuXtbfWfhnfapNYTf8Il4iR7i5nh1e2WSBg5iWMRxFZJoiZH2%2BW%2BVdV5UJKi0p2dm02k%2BjaTTa7pNPzQ48qkubY%2Bk9O1jSNYj87StTt7lf70Eyvj8jUHiaz1O/wBLNrpllp9yXcebb6mrGKRO4OAcHOOcEe1eJ6l8DP23dVl%2B0XP7QnwSWXOfPg%2BA2rxSZ9dyeKQaXSfg9/wUO0e5EsH7Y/wtliH/AC7XXwO1SVD7ZbxMX/8AHq%2BejU4lm/q%2BMw0JQlo6lKry2T6unWg38oyn1VmbzhhZRbhNp9mv1Tt96PTrTwp4t07wVJ4W0q9trWfzC6zIG8kI7lnhjwd0YAJVWxxwQOMDkbOG20LQ7C2%2BIOjWum2F1Pf309g0reXO4H7uEhlUk4YkRnJYrnnFVP8AhB/%2BChf/AEdB8Gf/AAw%2Brf8AzUUj%2BBP%2BChEg2yftPfBhhnOD8BtWP/u0VnjOFqFf2cqVRpwhyJS96HLdOzjo7WVnZpSVuZNJI5HBM2bXU/FtlpAWfWLqKTRfsFlHZEKftU8mGkSXcpLExyRjgjacmu31zwb4M1vVrLXvEGh2k95ZOPsVxOg3I2QwA9cEBgDnBGRzXzl8BdG/b9%2BN3wk8DftDeIvi78GdC1vxR4P0zWLnSbj4F6w8mmS3NokzW7FvEybniMrR7iitweFziuu8S/Bz9ufxjpv9keKP2h/glfW3mBxDcfATViAwBAYf8VTwcE8j1rXL8px2X4atFyVR6cinKTT5fhcnaXK7cq91NLlT1bbJdOMo2kk/Xy2PbdX0jTNf0q50PWrKO5s7yB4bq3lGVljYEMpHcEEiuC/4Zc%2BGenfN4MvvEXhpvXQPEt1Cv/fsuyY9tuK8s/4ZW/bjsj/xTH7YHw60Uf3NN%2BEeubP%2B%2BJPFLr%2BldB4b%2BE//AAUZ0CF4bz9s74WaqGxsOpfAa/zHjPQxeJEJz/tZ6cYranHGY2uo4/BRVvtqpGaXp7tOor/8OZVsLh8TJOrTTa2fVej0a%2B87P/hUvxh0f5fCf7SWqtGPuw%2BIdDtL3P1dFif9aP8AjK/Rz08B65Gvvd2Erj/yMufyFeY6NqX/AAUf1T48eJPg9N8c/g9DZaF4R0TWbfXj8C9YKXkt/darBJbBf%2BEmABhXTonJDEkXa5VcAv13/CD/APBQv/o6D4M/%2BGH1b/5qK7/7NpR/hznH0nK33S50Zf2fSj/DnOPpOX5S5kdB/wALS%2BOGmc6/%2BzXdyov3pdE8TWlz%2BSyeUx/Kl/4aO06z/wCRh%2BEXj/TFH35J/C0kyL9WtzIK57/hB/8AgoX/ANHQfBn/AMMPq3/zUUf8IP8A8FC/%2BjoPgz/4YfVv/moo%2Bq42PwYh/wDb0YP8uVh9Wxkfhrv/ALejB/lys6JP2r/gEHEV/wCPhYOTjZqmm3NoQfT99GtbOmfHf4J6xj%2BzPi74amJ6Iutwbv8AvktmvFfjff8A/BRz4WeC7PxLpfxw%2BDuuyXni3w/o0ljH8CtXUpFqOsWeny3Jx4mbKwR3TzkYwRCQWQEsNXU/2fv2xtaz/bPxj/Z/u89ftP7OWoSZ/wC%2BvExo5M2jtOnL1jNflJj5czjtKD9YyX5SZ7pp/iPw9q2DpWu2dznp9nukfP5E1Jf6TpWqp5ep6Zb3K/3Z4VcfqK%2BaNQ/Yu/aI1LP2nx5%2Bzuuevkfs56lF/wCgeJxVP/hhf9o9ObT41fB619PsXwh8RQY/79%2BLhRz5qt6cH6TkvzgxOWZNWlTg/wDt6S/ODPoe/wDg38IdVz/afwr8N3Oevn6Hbvn80rIu/wBlz9mm%2BJN1%2Bz34Jcnq3/CLWgP5iPNeH/8ADFX7ZkHGl/tieCbHHQWnw68SjH5%2BLTXI/BP4C/8ABRT4qeDb3xRf/ttaHoEtr4u8QaMllN8OtdmMkWnaxeafFcgy%2BJQds8dqk4GCAJgAzgBjLq4/rh0/Scf1gjknhVU/iYKnL503%2BdI%2Bjbj9jT9lO5OZP2ffCo/656RGn/oIFVZP2Hf2SJDlvgH4fH%2B7bEfyNeVH9kX/AIKMr/qf%2BCkXh5P%2B6RX7f%2BheITT0/ZP/AOCkycL/AMFKvDf4/Be5P89epe1xfXC/%2BT0/8jmeV4GXxZdT%2B6j/APIHp/8Awwp%2ByJ1/4ULoX/ft/wD4qnp%2Bw3%2ByPGcr8A/D/wDwK3Y/zavMP%2BGVv%2BClP/SSjwx/4ZO4/wDl7XH6R8G/%2BCnWr/HjxJ8Hp/2/PD8FloXhHRNZt9e/4U1dbLyW/utVgktgv9tgAwrp0TkhiSLpcquAXPaYn/oF/wDJ6f8AkL%2ByMuW2W0/uo/8AyB9EQfsY/so23Mf7P3hY/wDXTSUf/wBCBrQtP2V/2ZbEg237PXgkEdGbwvaMfzMea8R/4ZF/4KNt/rv%2BCknh5/8AukF8v/oPiAUf8Mef8FA3/wCPj/goX4ek9f8Ai2etJ/6B4nWj2uM6YZf%2BBw/%2BRZpHLsLD4cvpr/wT/wDK2fQlh8FPg1pZB0z4SeGLbHTyNBt0x%2BSVu6doWiaQNuk6Pa2ox0t7dU/kBXy9/wAMWftpzf8AIU/bO8G33r9r%2BHfiQ5/LxaK5H42fsxftUfCvwbZeKLP4ifCjxLNdeLvD%2BjSWc/wq8SyFItR1iz0%2BW5O7xZJkQR3TzkYAIhILICWFKrmXShFes/8AKB104Yml/Cw0I/8AbyX/AKTTR9n3%2BuaLpQLapq9rbAdTcXCp/M1g6n8bvgzo2f7V%2BLPhu3I/hl1yAN%2BW/Jrwaw/Yo/aF00g2/j79npyP%2Bfj9nfVJv/Rnig1vaZ%2Bzr%2B19ouP7H%2BLf7Plpjp9m/Zw1CPH/AHz4mFO%2BbS6U185v9Im980l0pr5zf6I9Am/au/Z9jkMNr8R7e9cfwaZZz3R/KGNqaf2ktCvOfDnww8d6sp%2B7JaeEp40b/gU/lj9a5yHwB/wUFt4xDB%2B038F0Reip8BdWAH4DxRTv%2BEH/AOChf/R0HwZ/8MPq3/zUUexzOW9aK9If/JTf5C9lmMt6sV6Q/wDkpP8AI6D/AIWz8ZdT%2Bbw5%2BzRqoQ/dk1vxBZ2n5qjSsPyo%2B1ftXax80Ok%2BBNDjbtcXV3fyp%2BCrEpP415j8E9S/4KP/ABX8G3vijWPjn8HtEltfF3iDRks5vgXrDmSLTtYvNPiuct4mU4njtUnAwQBMAGcAMeu/4Qf/AIKF/wDR0HwZ/wDDD6t/81FH1GtL%2BJiJv05Y/wDpMb/iH1OrL46836csfyjf8ToP%2BFXfHDWOPE37R11BG334PD3hy2tcewkl85vx4o/4Zh8B6l/yOviXxX4k/wBjW/E9y0f/AH7iZE/Dbiuf/wCEH/4KF/8AR0HwZ/8ADD6t/wDNRVHX/hh/wUX1mzFrZfti/CfTG3Zaew%2BAuoF2GOn73xI4A%2BgB96yrZbhY0nL2bqtdJTbv5e/LlXzVgeW4N/HFy/xSlL85W/As%2BLLO20/9v/4U6fZxCOGD4KeOo4kB%2B6q6r4PAHPsK9rr5n8I%2BC/2ntE/b5%2BH%2BpfHX4meE/FVjD8GvGdvaXnhT4d3mii2mbVfChxcST6perI0ixkqqiIjypD8w%2B79MV6kfhWlvI7kklZBRRRTGFFFFABRRRQAUUUUAeY/Eb9rj4V/CzxfdeB/E3hT4nXV7ZrGZZ/DnwT8U6xZtvRXGy7sNNmt5eGAISRtrZVsMpA890Txz8W7P9unSfhx4P%2BP3iDxnouoaJqGt%2BPvCmseHdOt7PwZp8wH9krFLBaQ3cVzLKHjWC6lmeSKK5kKx%2BWufpCvK/h3%2Bxj8BvhT8WPEPxq8BW3i6x13xXrV1q/iJD8S9emsL69uI1iknfT5b1rTcI0RExEBEsUaxhBGgAB4n%2B1r%2B0X8f/BnxZ%2BI3iX4e/FOfRNC%2BDPh3wjqknhGLSLGaLxW2pajdLeR3Us8Dzxqba3SK3%2BzSQlZzI8hmUCIfYFeWeLf2Lf2c/Hni7w9468Y%2BD9T1HVfDVlptpaXNz4u1RhfRafcG5sRqKfadmrGC4LTxteidkmd5FId2Y%2Bp0Acz8Vvi14W%2BDPhuPxX4v0rxNeWst4tssXhTwVqmvXIdlZgTb6ZbXEyphDmQoEBKgsCyg%2BA/tVftI%2BLfE/wACtP8AjN%2Bzh8SfH3gk%2BHfiT4YsNZsfEHwsuNJbWra%2B1vT7Ka2ePX9NWUwmG5k/e2wVg2MSqVIr6krz79oz9mD4RftWeD7XwF8aLbxFcaVZ6nBqEVt4f8c6voZa4gkWWF5H0y6t3l8uVEkRXLKrojgBlBABlftrv%2B0RH%2BztqR/ZX/tn/hMjruhCH/hHF0o6h/Zx1izGp/Zv7XH2Lzv7PN5sM/yBsHrirH7InxLtPid8GIrtvFnjDV9U0fWNQ0jxFJ8QLDTrbWbXULe5kSa2uk0yKKz3R8Kr26mN4xG4eTd5jbHiD9n/AMBeJ/CUvgrVNa8ZrZzabp9i01l8SNbtbtY7NmaF0uobxZ0mYufNnWQS3ACiZ5QqgX/hF8Hfh18CfBUXw%2B%2BF%2BgvYabHd3F3J9ov57y4ubmeVpp7ie5uXkmuZpJHZ3lld3YnJY0AdPXkmg/tc/DL4l62vw68I6J8VtL1XUxJb2Op6t8B/FNha20uxsSPc32mR2sYUjIMrhCQBzkA%2Bt1FfWcOo2U2n3DyrHPE0btBO8TgMMEq6EMh54ZSCDyCDQB4r%2BwF4y%2BKPi/4M67b/ABf%2BJ9/4y1fw/wDFDxZoCeItU06ytbi6tbDWru1tzJHYwQQBhFEikpGucZOSST5d%2Bzj%2B0X8f/E/xo8CeLvGnxTn1bw78WPEXjrS4/A8mkWMVv4ZXR76dLGS3migW5dvItHjuftEswaa4VoxAq%2BW3tnwS/Yz%2BBn7O%2Bh6n4c%2BFTeNra01jxCmuagmq/FTxDqjSX63TXTyh76%2BmZBNM7POikJc7isyyKSKueAv2SP2f/hl8W9S%2BOHgvwTPa%2BItTa/aSWXXr6e1tWvrhLm%2Be0s5ZmtrJrmeNJp2t4ozPIoeQu3NAHpFeffFr9pj4c/BbX7fw34x8N/EG8uLmzFzHJ4S%2BEviLX7cIXZMPPpdhcRRvlD%2B7Zg4BViuGUn0GigD4t8RftbfGvxF8T/Enxr8D/EnWdM8G%2BDPjh4E%2BHsXw31bwfHY/2za69HoH2jULpb60TUra5ibxEjRxh4UUaaweJ/MYjtf2/PHf7Rvwy8eeEfiB4N8Q/EzSPhNofgzxNqPxR1b4XaZ4Zu7yyuYZtIexmni1uGWWS2S1GssyWMbzsVT5GOwV6r4j/ZI%2BAHiz412n7QmveCZ5vFFnNbTrKmvX0dlPcW6SJbXM9gkwtLm4hWV1jnlieWMbdjrtXEHxT/Y/%2BCPxq0aDw38TI/F2paZFHdRXOlD4k67Ba6jDcymSa3vYYb1Y7%2BAlmQQ3KyxrGTEqiM7KAPSNK1TT9b0y21rSbtLi0vIEntp4zlZI3UMrD2IIP41PTIIILWBLW1hSOKNAsccagKqgYAAHQAdqfQB8f6r%2B0X8f4P2ib/x3B8U508J6Z%2B0Lp/wz/wCFbjSLE209jcaTbSNftcGD7YLwXd154xMIPs0QQwl2M1Hxm/aL%2BP8Aofxz8ZeN/DXxTn0/wz8N/jF4A8CP4ATSLGS11%2BHXptGju72eeSBrtZkGup5Agmij32BDrIJG2%2B4a/wDsa/s7%2BJfjBP8AHjVPBuoL4muZDPLdWfinUra3%2B2fYW08X4tIbhbdb5bNjbreiMXKRBUWUBVAfr37Hn7PXif4taZ8b9e8GXlz4i0oWRhnfxJqAtrqWz3/ZLi7tBOLa9uIDI5inuI5JYyQVcFQQAem0UUUAeJftbeMvicPHfwp%2BBXwx%2BJl/4Kk%2BIPi2%2BtdW8V6RYWVze2tpZ6Re3xitlvoJ7cSySwQgtJDIBEs21QxV081ufi7%2B2R8bP%2BCf/gD4i/BufXp/HV34ksrTxhe%2BAbXQ4769sLW/ltdRurNNczYRGZIGlVZDhRIApJANfQ3xq%2BA3wx/aC8PWPhr4naVqE0el6ompaTfaNr97pV/p92sckQntryxmhuLdzFNNExjkUtHNIjZV2U48n7JnwWj%2BG1p8IdCtfE2g%2BHtPisotM0/wr4/1nSDYxWkAt4YreSyu4pII/LGHSNlWU5aQOxLUAWP2WPiXo3xb%2BBWi%2BMtF8WeI9a2y3mnaje%2BL7C1tdVS/sryayvLe7is4ordJ4bq3ngcQoI90R2lhhj6DXP8Awt%2BFngH4K%2BAtP%2BGXwx8PJpeiaYsgtLRZpJWLSSNLLLJJKzSTSySu8kksjM8juzszMxJ6CgCj4m03VdZ8N6hpGheIptIvrqxlhs9Wt4I5ZLKVkKpOqSq0bsjEMFdSpK4IIyK%2Bdf2ff2g/ir4b/wCCdvi747/ErxVdeOvEvgWfx%2Bv9palZWttPqyaJrWr21qJY7KGGFXaGyhRjFGgJycZJr6O13RrTxFol54f1Ca6jgvrWS3nksL%2BW1nVHUqTHNCySQuATiSNldTgqQQDXmvwO/Yy%2BA37O2gS%2BFPhhZ%2BLF0qfUL%2B9uNM8Q/EnXdat5p71ne6Z49RvZ1cSySyyspBUySPJjezMQDgf2OPiF8crb4yaz8EPjL8abj4g7vhV4V8Z22uXej2Nm9nc6lPqlvdWka2UEKG03WEckHmB5gHlV5ZcKR9JV558Av2VfgZ%2BzFa39r8GfCl5Yf2lDa29zNqXiG/1OYWtqjpa2kct9PM8NrAskgitoysMXmPsRd7Z9DoAK8IuPFHxe8N/8FItI%2BHt18YtSv/BXiv4R69rMXgy40qwS20u90/UNBto5oZ47dbp2db%2B6LrLM6fOu1F2An3evLPF37G3wO8b/AB6tv2l9dPjRfGFlpU2mWd5p3xS8QWdrBZzCITQJY298loqSGCB3Ai%2BaSGOQ5dFYAHlvxi%2BJ3x9%2BFn7akWv/ABK8WfEnRfgvdyeF9I8PXnhrTfDM%2BhvrV9ez2klvqZuIZNXjWaefTYVkt9sSGXLPGNzD6lrzTxJ%2ByP8ABHxl470j4h%2BL7HxLqt5odzY3WnWGpePtZn0tbqzKta3T6c92bOa4jdEkWeSFpRJGkm7eqsPS6ACuT%2BONpdXHwv1W4h%2BN138OYLKD7ZqPjKxisGk020hPmzyZ1CGe2RfLVgzyxuFUk4BAI6yuL/aB/Z9%2BFP7UXwtvvgv8a9EvtS8OalcW017Y2GvXumvK8E6TxZmspopQokjRiofa23DAjIoA%2Bf7H9o79ovw//wAE2tQ%2BNmr6/cy%2BJdR159N8E%2BKfEegQ213LpN9ry6fpOs3tlHHFEk32O4t7t4vLiVsDdFCWaJPSv2RPGvxLu/FfxY%2BCnxN%2BI194ym%2BG/jy20vS/Feq2Nnb3t9aXWiaZqapdLYwQW/nRyXsseYoYwYlhJXcWZuli/ZW%2BDb/DvUvhPr1t4l8QeH9Y0e40vU9P8W%2BPdY1n7TbTsWkDPfXczl8n5Zd3mIAFRlAAGv8ABj4F/DT4AeGrrwr8MtKvoYdQ1OTUdUvNX1281S%2B1C7dERp7m8vppri5k8uKKMNLIxVIo0GFRVAB11FFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAf//Z\">"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# narrow valleys\n",
    "plot_gd(x_scale=0.5, lr=0.1, steps=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img 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xrJ/wAfH7dXxrP/AFz1jS0/lp9HLT/5/fhI0VCC2y%2BP/lD/AOQPQk/Z6%2BAUf%2Br%2BB3g9fp4ZtR/7TqRfgN8DU%2B78GPCY%2Bnh22/8AiK85H7FfiI/6z9uH45N/3Munj%2BVgKP8AhifVz979tb45H/ubrQfys6XLS/5%2B/hL/ADK9nJbYCP30f/kD0kfAz4Jr934PeFh9PD1t/wDEUv8AwpD4Lf8ARIfC/wD4ILb/AOIrzX/hiXUe/wC2f8cj/wBznb//ACJR/wAMSX3/AEeZ8cv/AAtIP/kWjlo/8/fwl/mPkqf9AMf/AAKl/wDIHpR%2BB/wWPB%2BEHhf/AMJ%2B2/8AiKafgV8EW%2B98HPCp%2Bvh62/8AiK83/wCGJL/t%2B2b8cv8AwtIP/kWj/hibUx939tH45D/ucbY/ztKOWl/z9/CX%2BYclT/oBj/4FS/8AkD0VvgD8CX%2B/8FfCR%2Bvhu1/%2BN1E/7Ov7Psn%2Bs%2BBXg1v97wxaH/2nXn//AAxTrY%2B5%2B218cl/7mqyP87I0f8MXeKF5i/bl%2BOKn/a8Q6aw/XT6OWl/z9/CX%2BYnSk98BH76P/wAgd1J%2BzJ%2BzbN/rf2fPA7f73hOzP/tOoJP2T/2Wpv8AXfs1eAH/AN7wbYn/ANpVxn/DHXxBj/49/wBu74yD/rrf6U/89Po/4ZK%2BMcX/AB6ft7/FIennW%2BjyfzsafLT/AOf34SIeHpvfLo/%2BUH/7adVL%2Bxz%2ByRN9/wDZg%2BHw/wB3wdZL/KKqs37EH7Hs/wB/9mXwQM/3PDluv8lFc/8A8Mu/tFQ/8ef/AAUC8er6ed4c0ST%2BdnR/wzl%2B1pFxbf8ABQrxJjsLj4f6E/8AK2Bo5V/z%2B/8ASzN4PBv4ssj/AOA4f/JE3iiwstK/b8%2BFGl6bapBbW3wT8dRW8Ma4WNF1XweFUDsAABXtleJeJLa9s/29/hNaajqLXlxF8EvHKT3bRKhncar4PDOVXhcnJwOBnivba5HufRRsoqysFFFFAwooooAKKKKACiqPibQoPFPhvUPDNzqF9aR6jYy2sl3pl69tcwrIhQvFNGQ8UgByrqQykAggivAv2Cz4t1X9iK/0Sbx5rmp6hY%2BL/Huj6XrnibxHdX96kNp4n1e0tPNvbmSSeQxQwwoJHdmCxjnigD6Lr55/bv8AAA%2BJ3j39nrwa3jPxBoAufjTdMdU8MambO9j2%2BDfE7YSUAlQ2NpwOQSOKwP8Agm%2BPHHwtuNe/ZN%2BOFrrE/wAR/Bvg/wANap4q164%2BMes%2BM7LWFvUvbdLqGbVgktjK8%2Bm3byWqxIgDxMrSA5WP9uz4%2B6h8K/2g/gGNc%2BAXj/UNE0/4r3M6eJfD2m2mow3k0ng/xJGLSG0t7l79pRvLFjarEFjY%2BZ0Bumpua5d%2BhnWVN0pKp8Ntd9vlr9x23/Dv/wCEV/x4v%2BJfxV8QA/eGsfFXV2B/COdB%2BVKv/BNn9ilyG1L4Jx6kfXWde1C%2Bz9ftFw%2Baq/8ADdGt6j8nhX9h/wCOuoM33GuPB1vYJ%2BJvLqIj/vmj/hpf9sPVPn8Nf8E6teSM/ck1/wCImjWf5rFLMw/KvQ5cyW87f9vRX/tx431XIX/y5Uv%2B3JS/NM6XR/2Ev2L9CA%2Bwfsr%2BASV6Nc%2BFracj8ZEY16T4Z8L%2BGfBeh2/hjwd4dsNJ021BFrp%2BmWiQQQgsWISNAFXLEk4HUk968S/4WR/wUd17jSP2WvhpoOeh134oXN1j6i207%2BVH2f8A4Kg6j8r6r8BtIB6lLHWtQK/TMluD%2BVZTo1p/xKsfnO/%2BZ1UXg8PrQw7j/hpqP/yJ3Nv%2Bz3BafFTWvixafFnxdHda6I1u9OW4szbRxxxGOOKMm281I1LPIFEmPMdmOc4rQ1b4HeE/EPiyw8W%2BJdZ13Um02W2ntdMvNalaxFxBgxXBtwRG0quBIGI4cBhggV5t/wAKj/4KHax8%2Bqftl%2BCNIz1j0X4SmbH0a41A/qDR/wAMy/te6l8viD/gov4lCH7yaL8PtEtPyZ4JWH503BbuvHtopP8AKKJUKdmlh5Wbvq1ve99Zvrr%2Bh6VonwB%2BEfh7XNT8Q6Z4QXz9Xt7iC8huL2ee3EVxIJbiOKCR2igWWQCSQRIgkf5myea0vh38L/Afwn0WTw98PvDsenWks5mmRZXkaSQqq7meRmZjtVQMngKAOBXkY/Yi8Z3/AM/iT9vP443TH7y2ev6dZIfwgsVI/wC%2BqP8Ah314Iu%2BPEX7Rvxw1VT96O8%2BLmpIh/wCAwug/IUnGg1aVdv8A7dl%2BrRcIzhJShhkmr/ait99k9%2Bp73TZJY4UMs0iooHLMcAV4N/w7R/ZKufm17w94t1Z%2B76r8TNdmz9QbzafypY/%2BCYX7BauJbr9m3Rrxh0bUrq5uj/5GlbNRyYJfbl/4Cv1kbc%2BPf/LuP/gT/SJ6/qXxL%2BHOi5/tjx/olpjr9p1WGPH/AH0wrA1H9qH9mfR8/wBr/tE%2BBbXHX7T4uskx/wB9SiuZ03/gn1%2Bw1pOPsv7I/wAPHx0%2B0%2BFLWb/0YjVv6d%2ByV%2Byro%2BP7J/Zm%2BH1rjp9m8GWKY/75iFFsAus38or9WF8wfSC%2Bc3%2BiMnUP28P2JdLyLv8Aa5%2BG2R1WLxrYyEfgkpNYl9/wUv8A2B9POJ/2rfB7n/p31Lzf/QAa9O0/4N/CHSMf2V8K/Ddrjp9n0O3TH5IK27HRdH0wY03Sba3A6CCBU/kKL4FfZm/nFfow5cwf2oL5Sf6o8N/4ee/sLP8A8enx6t7r0%2Bw6FqE%2Bfp5du2aP%2BHmX7H0vFh4y8TXh7Cz%2BGmvy5/FbHH6173RRz4L%2BSX/gS/8AkQ5Mf/z8j/4C/wD5I8EP/BRv4CTHGleDvihfZ6fZPhJrZz/31aij/h4L4Gm50/8AZy%2BOd2Oxt/g7quPzaIV6/YfEz4car46vvhfpfj/RbnxLpdqlzqXh6DVInvbSF9uySWANvjRty4ZgAdwx1FZ1/wDHn4N6Z8S4/g3ffEjSY/FUqROmgfagbrbIGMZKDkBgjYJxnafSrXsG7KjLa/xPbv8ADt57eYvZ4vrWX/gC/WR5j/w3vp7/APHt%2ByH8e5fT/i11xH/6MdaP%2BG7b5/8Aj3/Yk%2BPcnp/xQsCf%2Bh3S16RpP7Q3wS1zX9d8L6X8StLlvvDMEk2uQ%2BcVFrHGQsjliArKjEKxUkKx2tg8Vd%2BFvxh%2BHPxo0KXxH8NvEY1G1guPIuC9pLbyRSbVYBo5kR1yrKwJUBgwIyKcvZRjd0GlpvKXXbp1BU8U/wDl9/5LH/M8q/4bj8UPxb/sFfHp/dvDOmIP/HtRFH/DanxJk/49v%2BCf3xrPp5thpCfz1Gve6Kz9thv%2BfP8A5NIfsMV/z%2Bf/AIDE8E/4bF%2BM0n%2Bo/wCCe3xcP/XSXRV/nf0f8Nd/Htv9V/wTw%2BKB/wB/VNEX/wBvq97oo9vh/wDnyv8AwKX%2BYfV8T/z%2Bf/gMP8jwT/hrX9ohuU/4J2fEn/gWu6EP/b6j/hrH9o7t/wAE6/iL/wCFFoX/AMm173RR7fD/APPlffL/ADD6vif%2Bfz/8Bh/keCf8NZftGj73/BOv4jfh4g0I/wDt9R/w1v8AtBr/AKz/AIJ3fEwf7utaGf8A2%2Br3uij2%2BH/58r75f5h9XxP/AD%2Bf/gMP8jgPgh8YfH3xVl1KPxt%2Bzp4q8BCxWE2zeJLmxkF7v37hH9lnlxs2jO7b99cZ5xg/tdRW9x4Tt9M0DxD4li8a6lFc2fgPS/DfiS6sWn1B0BW4mSCRVkggwssjTB4kQMCrM6o/rtcz4%2B%2BCvwc%2BK11aX3xQ%2BFHhvxHPYRvHYz67odvdvbo5UusbSoxQMVUkDGdoz0FRTq044hT5bLstfz6d/K5dSjVlh3T5rt9Xp/6T17edmziPjRD4g1/xp8PfhDrnjfVdKsNag1GbWtS8P6nLp893c2ttGY4UmiZXjVvMlmKqRkW%2BD8oYHxbQfjB8WvGnw7svizrXxI1a11bw34P8F3un2FncmC21ibUbkrNLPAuFnFzzAisCEZCUAfJr1T9mnxD8F/23/wBmDSviHr3wF0Wz0XWtVu5/%2BEcv4IbuJLi3uJbXzyfLVS7CMnO0EBsZNem6z8HPhT4h8S6P4y1v4eaRdapoCKmi30tihkslU5URnHyhTyo/hPIwa7ZTWCqOhWh70G09tGnr332euiWhwwg8dTjiKM7wmk18Wqa0fTbdaat6njPwv8b%2BPLv4seHvGF/4%2B1S8Pi7xp4q0XUvDVxchrSxtNOuLtIHhix%2B6eL7JFG7j77XBLdVr0/43/H3TPgZHpkup/C/x54kXU2mC/wDCEeD7nVjbeXsyZhApMQbf8ufvbWx901saL8H/AIYeHPHl/wDE/QvA%2Bn2viDVIyl/qsMAEsynaWye24ohJGCxUZziukrkq1qM6qly6Jbbfl2%2B99TspUa1OlKPNZt77/g31%2B5dDxHxFqKav%2B3t8JtWitbiBbr4I%2BOZlhu4THLGG1Twe210blWGcFTyDkV7dXjPjj/lIX8L/APsjPjz/ANO3hCvZq5Xuda2CiiigAooooAKKKKAKuu6FonijRLzwz4m0a11HTdRtZLXUNPv7dZoLqCRSkkUkbgq6MpKlSCCCQRg1wfw5/Y8/ZH%2BD2nTaR8I/2Wvhz4WtLh52uLXw54IsLGOVpo/KmLLDCoYyR/I5P3l%2BU5HFejUUAcr8JvgT8EPgHotx4b%2BBXwb8KeCtOu7n7Rd2HhLw9babDNNtC%2BY6W6IrNtAG4jOAB2rg/wBqD/kt/wCzj/2Wa%2B/9QrxRXs1fOn7fniH4m%2BFvGn7Pms/B/wCG9p4s1%2BP403S2eh32vrpkUwbwb4mDs1wYpdgVSzY2EttwMZzVRi5yUV176fiJuyufRdFfPH/CQf8ABVTxF%2B90/wCGnwK8Lxt0TVPFGr6pKn1ENrAp/BxR/wAKo/4KY%2BJ/n1/9sP4b%2BGc/ei8L/Caa6x7B7zUDj6lT9K6/qaXxVYL/ALeb/KLI9p2i/u/4J9D0V88f8Mg/tS6/8vj3/gpX8Q5UP3o/DPhXQtKwPZhZysPxJo/4d26PqHHi39sT9oHWlP347j4qT2iP9VskgGPbFH1fCL4q6%2BUZP87Bz1OkfxR9D1l6/wCN/BfhVS/ijxfpemgDJN/qEcOP%2B%2B2FeGf8Osv2L735/FPgfxJ4hkP35PEXxG1y93/VZLwp/wCO1qaD/wAEy/8Agn34cYPYfsfeApiDnOo%2BH4rwk%2B/nh8/jRyZct5yfpFL85ML1ey%2B//gHUa/8Atn/sfeFNw8TftV/DewK9Uu/G9hG35GXJrjtV/wCCpP8AwT10ib7NL%2B1p4QuZM8Jpl814T9BAr5/CvQNA/ZZ/Zj8Kbf8AhFv2cvAem7fu/wBn%2BELKHH02RCuy0rQ9E0KH7Nomj2tnHj/V2tusa/koFF8uX2Zv5xX5Jh%2B%2B7r8TwI/8FTv2L7r5PD3jXxRrUh%2B7Honw01663fRksiv60f8ADx7wDe8%2BGf2Z/jzrCn7stj8G9URD/wACmjjH5mvoeij2uAW1Jv1n/lFBy1f5vw/4J88f8N7eL775PD//AAT6%2BP8AdMfutc%2BF9Os0/Ez36EflQf2tf2tdS%2Bbw1/wTM8eSKejat428PWX5g3jH9DX0PRR9Ywq2oL5ym/1Qck/5vwR88/8ADQ//AAUDu/8AkH/8E5LCDPT%2B1fjRYR4%2Bvk201H/Czv8Agpzqn/Hj%2ByZ8K9Kz0/tP4sXU%2BPr5OmV9DUUfW6S2ow/8mf5zDkl/M/w/yPnn%2B0v%2BCrt4NyeDf2e7AHoJPEeuXJH1xaRj9a9L%2BBSftMrpF%2Bf2mbjwI9%2Bblf7MHgSG9SFYdvzCU3bFi27oVwMdq7uis6mJ9pDl9nFeis/v5mNQs73f9fI8I8XeK7HQP26tH1BfA3i2W2h%2BHWqWOoatp3gXU57L7XLdadcQobqO3MLMYoJuQ5AKbCQxVTn/ABBsfE2nftHWXjH4Kp8RE1zxDqGgx%2BIrK50Er4dl0mOT/SZJZpIR5VwlrLcFVEobzVjUoelfQ9FXHFqLTUdo8u%2B%2B%2B%2Bnnt5LUThfr1ufF2tfs8fGP4h%2BAb/4C6f8AD2%2B0m/8AD/hrxvZSeINQVY7DVpNTnlaySGVWJkWbzUnlOB5bRbWy2CPdv2f9P8Y%2BI/ip45%2BNviT4f6t4VtfEVrpFjY6Lrnki7ZrOO4Mty6wySIoY3Kxr8xJFvkgAgV63RVVsfUrU3FxSv6%2BTf3tfLoKNJRd7nmfx1%2BDXxs%2BJ2sWN78L/ANrHxB8PLS2tmju7HRfDul3gu3LZEjPeQSMhA4wpA9s1wv8Awx7%2B03N/x9/8FLviY3r5Phvw/H/Kwr6GorOnjK9KCjG1l/di/wAXFsp04t3f5v8AzPnn/hiv47y83P8AwUk%2BMB/65WmhJ/LT6P8Ahh74uP8A67/go58bj/uT6Iv/ALja%2BhqKv%2B0MV3X/AIDD/wCQF7KH9N/5nzz/AMMLfExv9Z/wUY%2BO5/3dT0Yf%2B42j/hhP4h9/%2BCivx8/DWNG/%2BVlfQ1FH9oYv%2BZf%2BAw/%2BQD2VPt%2BL/wAz55/4YU%2BIw%2B7/AMFFvj1%2BOr6Mf/cZR/wwz8Ul/wBV/wAFGvjoP9%2B%2B0Vv/AHG19DUUf2hi/wCZf%2BAw/wDkA9lT7fi/8z55/wCGI/jOn%2Bo/4KP/ABoHp5n9iP8A%2B46kb9jX9oW3Uvbf8FKPiuoUZ/faToMn89Pr6Hqrrc32bRby4zjy7WRs/RSaax%2BKbtdf%2BAw/%2BQE6cEr/AKv/ADPgr/gmV%2Bzp%2B0R43/Yj8F%2BMfAX7c/i/wbp982pPB4d07wvo11b2pXUrpGKvc2ryNvZTIdzHBcgYAAHvP/DLn7bMXFv/AMFOfE7DsLn4YeHX/wDQbVTVP/gkND5H/BOr4bx4622ot%2Bep3Z/rX0lXp55jq8c6xKXLZVJ/Yg/tPvE8nh%2BlH%2BwcLv8Aw4dX/KvM%2Bef%2BGbf284v9R/wUonf/AK%2BvhBpDf%2BgMlH/Cgf8AgohDzbf8FENAkx2u/ghbNn/v3fpX0NRXl/X6/wDLH/wCH%2BR6/so9397PEPEEGp2v7enwltta1BLu8j%2BCHjlbu6ig8pZpRqng8M4TJ2AnJ25OM4ya9vrxnxx/ykL%2BF/8A2Rnx5/6dvCFezVxPVmgUUUUAFFFFABRRRQAUVR8TJ4kl8N6hH4NubGDWGsZRpU2pwPLbR3Ow%2BU0qIyM8YfaWVWUkZAYHmvDvgP8AtV%2BObr9hnxF%2B058fLXR73WPBc3jNdfXwnp01laXqaFq2p2e%2BCGee4eEyxWCttaWTDOecYFAHv9eM/tQf8lv/AGcf%2ByzX3/qFeKKyP2Tvj38f/F3xL1f4M/tJReEZtbi%2BH/h/xjp174M0y5tLaK31OS/hk0%2BRLi5uGlkt5bE/6SGjWZZ1IhiKEHjf2/P2wf2ZPgZ8d/gNpXxL%2BM%2Bi2mq6L8V7i%2B1Tw7ZTNfatBay%2BEPEkMc50%2B1El0Y2kmiQOIyuZF55qoQlOSjFXbGk27I%2Br6K%2Baf%2BHm/grXvm%2BFH7Jnx/8AGkTf6m80j4T3dnbyemJtSNqmPxpT%2B1Z%2B3t4nO74ff8Ew9UtIJP8AU3Xjv4qaRpuB6tFa/bJB9CBXX/Z%2BLXxJR9ZRX5yv%2BBfs59fzX%2BZ9K0V81fbP%2BCvfin57fRP2ePBsMnRbq91vXZ4h7hEs0J%2BhIr3H4RaV8VdF%2BHenab8bfGGka94ojEp1TVdB0d7C0mJldkEcDyysgWMohy7bipbjdgZVsP7GN3OL8k7v8kvxJceVboqfCb45/Dv41nXU8BXepNJ4c1g6Zq0Gq6Fd6fLFP5McykR3UUbvG0csbLIoKMGypNef3P7eHwwsxrd5f%2BDvEltp2n6RrOoaFq88NsbfxImluI7xLMRzvIGDvGEE6RebvBj3qCRS%2BHVr8evDn7UnxT8Sx/s96jD4b8STaXJpOr6h4k05Eup7SA2ssgihmllRHjWFkLqrEIQyocA85a/sO%2BPNX1ez%2BHPi7WtEXwB4d/t8%2BH76xu5m1S4j1OLatvNA0IiiEEjPIsqzP5hjiBjQBieuNDBRm/aPSya1u9k2tN3fSzto%2B6LUaaeptXP7Z3xAuLaLwFD8GrHSfiJeeKbHR7PRdV8RGXTVjurGS%2BivGu4Yd7ReVDLGQsW4TgJypEh9S%2BAXxZk%2BM/w1tvF9/of9l6nDdXGn65pYm81bS/tpWhuIlfA3oJEba2BlSDgZxXkmi/sTfEfVbK78S/Ej412MnjS3uNGk8Na9ovh4xwWLaWkiwyTQSTMZ2m81vPUOikYVNmMn174G/CWH4MeAY/CL69Jq99NfXN/q%2BrzW4ia%2BvLiVpZZfLUkRjLYCgnCqoycZMYr6kqVqVua/S/z36dut7hP2dtDzv4q/8FK/2Ifgr4/1H4V/ET472tt4k0iVY9T0Sy0e%2Bvrm3dkV1VktYJCCVZSPYiuf/wCHqn7N2q/8k/8Ah98YvFmfuf8ACO/BPxBJv%2BnmWiV9JhVXO1QMnJwKWs41MDGKvTk3/jsvwj%2BpKdO234/8A%2Bav%2BHjOt6h8vhf/AIJ5ftIaix%2B403gC1sFP1N7ewkD8KX/hsb9srWPn8H/8Er/H7xno%2Bv8Aj3w7p%2BPqv2yRh%2BANfSlFP6xhFtQXzlN/5D5ofy/iz5r/AOGhP%2BCmOqfJpX/BOLwvp%2Bekut/HS3%2BX6pb6fL%2BjUDxd/wAFc9Y%2Bex%2BB/wCz/oqn%2BHU/iFrN0y/hDpqg/mK%2BlKKPrlNbUYfdJ/nMOdfyr%2BvmfNf2P/gsHfcHxD%2BzZpgPpo/iC9I/8mIM0f8ACr/%2BCrmr/wDIR/a5%2BDukZ6/2V8Ir242/Tz9VGa%2BlKKPr0ltTgv8Atxfq2HtH2X3HzX/wzh/wUnu%2Bb/8A4KYaJBnqNM%2BBFkmPoZr6Wgfsn/t6XXGo/wDBVTxIgP3hp3wm8ORfkZLeQj86%2BlKKPr9foo/%2BAQ/%2BRD2kvL7kfNf/AAxF%2B05e/wDIb/4KkfFyTP3vsGg%2BHbb8tunHFH/Dvf4iXXzat/wUu/aKkPcWviDRrcH8E0v%2BtfSlFH9oYvo0v%2B3Yf/IB7Sf9Jf5HzX/w7iv5P%2BPz/goN%2B0pN6/8AFxoI/wD0VZrR/wAO1NJk/wCPr9uD9pSX1/4vHdR/%2Bi0WvpSij%2B0cb/P%2BEf8A5APa1O/5f5HzX/w7K8FP/wAfX7X37SMw7h/jvrAB/BZRR/w6/wDhO/8Ax8/tH/tAzevm/HXXDn8rivpSij%2B0cd/z8f3L/wCRD2tTv/X3HzX/AMOtvge3%2Bt%2BN3x0k/wB/45a9/wDJNH/DrT4C9/jB8bj7n446/wD/ACVX0pRR/aWP/wCfj/D/AORD2tTufNf/AA60%2BBH8Hxk%2BOC/T446//wDJVH/Drn4Mr/qPj38eYveP4566P/bmvpSij%2B0cf/z8f4f/ACIe1qdz5r/4dh/DZP8Aj0/aj/aIg/64/HfWx/Oc1m%2BMP%2BCb3hjRvCOq6rbftkftIf6Nps8ojm%2BN2pyo22NjhhIzZBxyK%2Bpq5z4w3H2T4SeKbrOPK8OXz5%2Blu5rSlmGOlViud6tdI91/dMq1apGjJ36P8n5HxR/wT3/YVX4lfsb%2BBfHsf7Xvxz8MtqenTSnR/CvxCNrp9t/pUwxDA0LiMHG4juzMe9ezf8O6PEUX/Hl/wUZ/aUh9P%2BK40%2BX/ANG6c1bf/BMG3Nr%2BwL8MIyMZ8O7/APvqaRv617zXbnGYYtZtiEpac8%2Bkf5n3izz8jnOOSYVX/wCXcO38kfI%2Ba/8Ahgn40Wf/ACBv%2BCnXx4jx937dNoVz%2Be7TBmj/AIY3/bIsf%2BQH/wAFVPiJHjp/aHgPw1dfnusBmvpSivO/tDFdWn/27D/5A9X2k/6S/wAjw/XrPUNP/by%2BElhq2rPqF1B8D/HEdzfyQrG1zIuqeDw0hRAFUsQWwoAGcDivcK8Z8cf8pC/hf/2Rnx5/6dvCFezVxN3ZmFFFFABRRRQAUUUUAVdd0%2B71fRLzStP1260ue6tZIoNTsEiae0dlIE0YmjkjLoSGAkR0yBuVhkHx34CfsT6b8D/hnqPwc1b9oHx3478M6xqWt3mq6T4zttD2Xf8Aa09xc3sTtYaZat5bT3VxKACCDIVz5YVB7ZRQB5P%2BzZ%2ByN4W/Ztv9S162%2BJni/wAY6vqGiaZoaaz40u7SW5tNI077R9isIza20CmOJrq5fzJFeeRpmaWWQhcUf2oP%2BS3/ALOP/ZZr7/1CvFFezV4z%2B1B/yW/9nH/ss19/6hXiigD2aiiigAooooAKKKCQBknAHU0AFFeXfFD9t/8AYy%2BCjSRfF79rD4ceGpos77bWvGtjbzZHYRvKHY%2BwBNeTy/8ABaP/AIJ76nI1n8Mfih4h%2BIN4GKx2nw5%2BHWt64ZCOyyWto8X5uK6IYPF1FeNOTXezt99kvxOiGFxVRXjBtejt9%2Bi/E%2BqaK%2BVP%2BHlfxT8Wj7P8Gf8Aglx%2B0Zrkzf6qbxF4c03w3bt6ZbU76KRfxjFH/DQn/BWvxn%2B48If8E4/APhEN9y78ffHNJiv%2B9Dpmnz/pIav6jXXxWXrKK/Vsr6nWXxWXrKK/Vn1XRXyp/wAI9/wWv8V/udR%2BJ37M/gyJ/vPpPhbXtcnj%2BjT3VojfilL/AMMi/wDBS/xAMeMf%2BCttxYo/%2Bsh8FfA7RbLA9Fe9e8YfXrR9Vpr4qsV97/KIfVoL4qsfxf5RPqqivlT/AIdj%2BNtc/ffEL/gp/wDtOatK3%2BtTTfG9ho8J/wB1dPsImX8Hpf8Ahzn%2ByPrPzfE3xh8ZfGzn7z%2BLPjx4mn3n1IjvowfyxR7HBrerf0g/1aD2WEW9X7ov9Wj6qJCgsxwAOTXz/wDs9ftoeKvjD8QdL0Pxf8KLTQNC8ZWWo3fw/wBTg11rq4vI7K5aGWO8hMCLbSsqmZVjeZdnBcN8te0%2BAvAvhf4Y%2BBdH%2BG3gnTntNG0DS4NO0q0kupJzDbQxrHGhklZnfCKBudmY4ySTzXinwy/Yj8SfDLx3a%2BIbD43i50jw2dTXwBpEvhlfM0ePUb9bu7WeYzkXZCeZbQsEi8qKU7hK43maX1fkmp79N/Pt1236XJpew5ZqXy38%2B3y%2BVzkfBn7eXj7/AISP4oQ/Em98K2cvgyHW5PD/AILj8N6raajqEVjkpML25YW9yrKAzi2R9incTwRWJf8A7YP7VlhbWnwh8Wat4OtfFvinUPCp0TxVoWgzJa6bZaw7JJutLi5l86W3kURqxlVZt4YpHjZXtutfsoH4gfFyH4k/Gf4sar4r03SX1E%2BGPCdzplnbWel/bbWSzmy8ESzXB%2BzTTRDzXYYkLY3AMMTw5/wT0%2BEWjeC9V8H63478aa9NfW2j22ma7q%2BrQjUNDg0l2k0tLOW3giCtbSMZFlkWSaRsGaSXArrVXALVx7dPy29XffY6lVwS1a7dP%2BG9XffY6j9kz4reM/if8P8AVLH4kS2s/iLwn4ovfD2tahY2/kw381sVK3KR5Plh45I2KZIDbgDjFed%2BOf8Agqj%2Bz14H8bax8Pl%2BFnxq1vUtC1W406%2B/4Rz4H%2BIL2Bp4ZWjfypktPLmTcp2yIzIwwVJBBr2z4OfCHwp8D/A0PgPwhLfTwrdXF3d6hqt2bi7v7qeVpZrieUjMkju7EsfYAAAAdTXJz4b20m4XXTXl/R/d0OXnw/tZNxuumtv0f3dD5V/4eveELjnSf2Fv2p7wfwsnwB1WEN9DOsYpf%2BHo2oy/8eH/AATU/apuPT/i11vDn/v9fJX1TRVe2wn/AD5/8nl/kV7XC/8APr/yaX%2BR8rf8PM/iHOcaf/wSp/akkPYzeE9DhH/j%2BsA/pR/w8Z%2BPM5/0H/gkv%2B0SwPTz4fDsX89Wr6poo9vhf%2BfK/wDApB7bDf8APpf%2BBSPlX/h4R%2B09Jzb/APBI346n/rpqnhpP/cpS/wDDf/7Vx5X/AIJEfGzHvr/hgf8AuUr6poo9vhv%2BfK/8Cl/mHt8P/wA%2Bl/4FL/M%2BVv8Ah4F%2B1Sn%2Bt/4JE/G4f7mueGW/9ylJ/wAPDv2kYubr/gkh8fB6%2BVd%2BG3/lqtfVVFHt8N/z5X/gUv8AMPb4f/n0v/Apf5nyr/w8k%2BMdv/yEP%2BCTv7Sq%2Bv2bSvD838tXFc58Yv8AgpV4r1b4R%2BKdG1D/AIJp/tN6MLvw5fQNqWqeCtL%2By2m63dfOmeHU5Csa53MwBwoJwelfZted/teXf9n/ALJ3xQvyceR8O9bkz9LCY/0rowlXCzxdOPsd5R%2B1L%2BaJy46vho4Kq/ZbQl9qX8sj5M/Yw/4KIWnwm/ZU8B/D6%2B/Ye/aN1ddK8OQQ/wBueGvhRLf6fejBPm28sUpMkbZyG2jI7V6b/wAPbPhPaf8AIw/sl/tM6SB1fUP2ede2j8Y4GB/CvUv2D7T7F%2BxT8J4cY3fDzSJP%2B%2B7SNv616xWuZV8JLMq7dL7c/tP%2BaXkY5RPCwynDxdPanD7T/kj5Hyr/AMPl/wBiGy/5GiX4o6Ge/wDa/wACvFUePqV05gKX/h9n/wAEwof%2BQp%2B0/Fpnr/bXhHWLHH1%2B0WaY/GvqmiuL2mBf/LuX/gS/WJ6HPgn9iX/gX%2BcTw7Wtd0jxR%2B3d8IvEugXyXVhqPwO8cXVlcx52zQyap4PdHGexUg/jXuNeM%2BOP%2BUhXwv8A%2ByM%2BPP8A07eEK9mrkdrnKFFFFABRRRQAUUUUAFFR3V1a2NrJfXtwkMMMZeaWVwqooGSxJ4AA5zXkP7M/7afgH9p7VH0jQPh/4t8NS3Phmy8TeHT4ssrWH%2B39Cu3kS31K1EFxMVjYx/NFOIbiMSReZCnmJkA9irxn9qD/AJLf%2Bzj/ANlmvv8A1CvFFaf7M/7UJ/ae0y78UaD8CPGvhzw9Hc3UGmeIvE0ukC31Zre7ltZPIjs9QuLhBvhcjz4osrg9TivO/wDgozpHx017xD8ANH/Zx8aeHfDviy4%2BNVwljrfijRpdQtLOM%2BDvE3nSfZ4pYjLIIt%2BwF1XftLZAINRjzSSvb1HFc0kr2PpevI/jz%2B3t%2Bxd%2BzDI9n8ev2n/Bfhq%2BQ4GkXuuxNqDn0S0jLTufZUPUV5Wv/BLnUvir/pf7an7cHxg%2BKrTf8fnh%2By8Q/wDCK%2BH5R2X7Bo/ksy%2B0s0hPcnkn134C/sPfse/svoh/Z%2B/Zo8F%2BFLhBg6lpPh%2BFL2T3kuSpmkPuzk11cmCp/FNy/wAKsvvlr/5KdPJg4fFJy9FZffLX8DyT/h6ppnxCHlfsqfsTfHf4oibix1i08BtoGkTnsftutvaLt91VvpS/8LA/4LJ/Ff5/CX7O/wAE/hDZt8pk8deNL3xNqCg/xC302G3gyPQ3BAPdhX1bRR9YoQ/h0l/283L9UvwD29GPwUl825f5L8D5TH7En7eHxD%2BT47f8FXvF9vaScy6Z8Jvh9pHh1U/2VuLhL24x2zvHrgGlH/BG39jfxMftHx51D4mfFi47zfE74sa1qcZ9jbi5S3I9vKwOwFfVdFL6/il8MuX/AApR/JJ/iH13Er4ZcvokvyV/xPJfhf8AsE/sQfBVYz8J/wBkP4a%2BH5YsbbrTPBVlHOSO7SiLex9yxNesRRRQRLDBGqIigIiLgKB2A7U6iuedSpVd5ybfm2/zbMJ1KlR3m235tv8ANsKKKKggKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK8m/byvhp/7FHxYnJxu%2BHurRf992kif%2BzV6zXhf/AAUy1IaV%2BwX8ULotjf4Ykhz/ANdHSP8A9mrvyqPPmlCPecP/AEqJ5%2Bby5MpxEu1Of/pEjsf2RbH%2BzP2T/hhpu3H2f4eaLHj022EI/pXodcv8EdNOjfBfwhpBXH2Twvp8OPTbbRr/AErqKwxcufF1Jd5Sf3yk/wBTowceTB0o9oxX3Riv0Ciiiuc6Dxnxx/ykL%2BF//ZGfHn/p28IV7NXjPjj/AJSF/C//ALIz48/9O3hCvZqACiiigAooooAKKKKAKPijw9YeLfDWo%2BFNVLi11OxmtLkxNhvLkQo2D2OGNfNn7Jn7MP7T/wAJPGnhnxT8YU8C3h8F/DTTPh5o7%2BH/ABBeE32nwOZLnV5klsVEVxKYLILYqzpHiYm7fKqPqGigD5p/Zp/ZJ8a/DD9p3Ufjifgx8MPhbotx4Wv9M1Hw58LdXnuk8V39xfW1zHq2ohtPsY0uIFgnRCFnkb%2B0Z902FUG/%2B0x8MfDdt%2B11%2Bzz8WI9S8QnVLj4qXtjJayeLtRfTBEPBfiY7l05pzZpLlR%2B%2BWES4JG/DMD9D14z%2B1B/yW/8AZx/7LNff%2BoV4ooA9mooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACvmr/AIK9X8tp/wAE%2BPHlna83GoPpdnbpn7zSanagj/vndX0rXzF/wVKb%2B3vht8NvhRF88vjP4z%2BHtMaIdTEJnmdiP7o8tc/UV62Qpf21h29lJS%2BUbyf4RPH4hb/sPEJbyg4/OVor8ZH0tpdhFpWmW%2BmQfctoEiT6KoA/lU9FFeU227s9dJJWQUUUUhnjPjj/AJSF/C//ALIz48/9O3hCvZq8Z8cf8pC/hf8A9kZ8ef8Ap28IV7NQAUUUUAFFFFABRRRQAUUVzHw5%2BNvwY%2BMNxq9p8I/i74Y8Uy%2BH782OvxeHNftr5tNugSDBcCF2MMgKt8j4bg8cUAdPXjP7UH/Jb/2cf%2ByzX3/qFeKK7/wT8bfgx8SvFGveB/hz8XfDGv614WuRbeJ9H0TX7a7utImJZRHdRROz27ko42yBTlGHY1wH7UH/ACW/9nH/ALLNff8AqFeKKAPZqKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA%2BB/%2BCvH/AAV4%2BJP7AHxJ8M/B74PfDTRNV1bVdEXWdR1HxLHPJbJbNPNAkUSQSxsZN0EhLFsKCvynPH1L%2BxP%2B0tB%2B2D%2By34Q/aNg8MyaM3iSxle40x5N/kTQ3EtvKFbA3IZIXKkjJUqTR%2B0t%2BxP8Ast/tgwaZB%2B0b8ILHxI2jSM2mXEl1cW00G7G5RLbyRuUJAJQsVJGcV6B4N8G%2BFPh34U0/wN4G8PWmk6PpNoltpum2MIjht4UGFRVHQAV4uFwucU84rVq1ZSoSS5IW1i9PL16u9%2Blj9Nz7PvDnF%2BHOW5bluWzpZrSnJ4jEOV41YvmskuZ3veDScIez5Gk58%2BmnRRRXtH5kFFFFABRRRQAUUUUAFMmtre52/aIEk2OHTeoO1h0Iz0I9afRQAUUUUAFFFFAHjPjj/lIX8L/%2ByM%2BPP/Tt4Qr2avGfHH/KQv4X/wDZGfHn/p28IV7NQAUUUUAFFFFABRRRQBm%2BMtN1nWfCGq6R4d1L7FqF1ps8NheZI8iZo2VJMjkbWIPHpXxr/wAE%2B7DW9A%2BIHgS7uPgd418GWfhP9n7w78PfEsGr%2BBtQtEm16CWRxbRs0AW5t7RYro/bkLWhOoKEnYyMB9uUUAfD3/BP7wB8QdJ%2BKXwj8Pax8KPFGg33wk%2BCHiPwp8T9Y1vwzdWNrq2uXWq6LJFJa3M0ax6mkr6fqV558DSogul3MrzstetftMab8V1/a6/Z51W68aeHn8HN8VL1LbQo/DE66nHef8IX4mzM1%2Bb0xPFgOPKFqrZYHzPlIb6Hr5w/4KCfG34Sfs9eM/2efij8cPiFpfhbw5afG%2BeC71zWroQWtu83g/xNFF5kjfKgaR1XcxABYZIpxjKclGKu2OMZSlZK7Po%2BisnwR4%2B8C/Ezw5B4w%2BG/jXSfEGkXQzbapompRXdtMPVZYmZW/A1rUNNOzBpp2YUUUUhBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHjPjj/lIX8L/%2ByM%2BPP/Tt4Qr2avGfHH/KQv4X/wDZGfHn/p28IV7NQAUUUUAFFFFABRRRQAUUUUAFeI/tbaTpWvfF39njRtc0y3vbO5%2BMV/Hc2l3CskUqHwT4oyrKwIYH0Ir26vGf2oP%2BS3/s4/8AZZr7/wBQrxRRsBxfjX/gkN%2Bwvr3iOfx58NPhrqPwr8TztuPiX4OeJLvwxchv7xSwkjgkJ6nzInzk56msr/hlb/gpZ8F/3n7PP/BRS08bafBxbeGvjz4EgvmZfRtU0prS4z/tPHIfywfq%2BiutY7E2tJ8y/vJS/PX8TqWMxFrSfMv7yUvz1/E%2BUf8Ahq3/AIKW/CYeX8df%2BCalv4us7f8A4%2Btf%2BCPxKtL8uP7yafqqWU//AAEO5p8H/BZH9jXw7OmnftBw/EH4OXzsFFr8WvhrqmkR5Jxn7UYXtCM9xMQexNfVdMngguoHtrmFJI5FKyRyKCrA8EEHqKft8LP46Vv8La/B8yD22Gn8dO3%2BFtfg%2BZHC/Cb9qj9mP49RpJ8EP2iPA/i/zFyq%2BGvFVpfN9CsMjEH2IyK72vEPiz/wTT/4J9/HGR7r4ofsafDjU7uRsvqa%2BFLa3vM%2Bv2mFEmHrw9cF/wAOh/gT4T%2BX9n39oH47/CuMcpaeCPjFqb2in1%2By6i93Bj22YHQACjkwM9pyj6xT/GLX5ByYKW05R9Un/wCkv9D6sor5UH7I/wDwUp8DH/i1v/BVWXWbaH/j3074ofB/S9RLDsr3OnvYyH/eIY0f29/wWr8DfvtS%2BHf7N3xDt4usej%2BINb8OXUw9lngvYlJ93x7UvqsJfBVi/m4/nH9Q%2BrRfw1Iv5tfmv1PquivlT/huD9uzwd%2B%2B%2BLn/AASN8dm3X/WXPw6%2BI2ga9n12xSz2czfigo/4e4fB3w/8/wAX/wBl79onwFGP9Zc%2BJPgbq00Cev73T47mM4/2WNH1HFP4Y39HF/lL9A%2BpYl/Cr%2Bji/wApfofVdFfL%2Bj/8Fov%2BCXeq3y6Zd/ti%2BG9FuW6W/iy2u9GkH1W/hhK/jivUPBf7bv7GHxICf8K9/a4%2BGOul/uLpHjzTrkn2xHMTmonhMXT%2BKnJf9uv/ACInhcVT%2BKnJfJ/5HqFFQadqem6vaLf6TqEF1A4yk1vKHRvoVJBqeucwCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDxnxx/ykL%2BF/wD2Rnx5/wCnbwhXs1eM%2BOP%2BUhfwv/7Iz48/9O3hCvZqACiiigAooooAKp%2BIdTvdF0C%2B1jTfD15q9xaWcs1vpWnvCtxeuqFlgiM8kcQdyAqmSREBYbnUZYXKKAPk79rP9qD463XwHvtOb9mL4qfCq31LxL4Z0nVvHGr674bC6Zpl/wCIdN0/UJo5NM1i6uIJUsrq6kWYRgRGPfvUqDXc/sP6nq%2BnXfxi%2BF03jLWdc8O%2BAPi1LovhDVfEeu3Gp3ZsW0TSL%2BaGS9upJJrnyL69vrcPK7uogEZY%2BXXtfiTw34d8Y%2BH77wl4v0Cy1XStTtJLXUtM1K1Se3u4JFKvFLG4KyIykgqwIIJBFYPhf4D/AAO8D%2BGdI8F%2BCvgz4U0fRvD7TtoOk6X4dtre200zpIkxt4o0CQmRZpVfYBuErg5DHIB85/8ABMux%2BJvwReb9kT9o9tY1H4oeHvht4a1bxT4qm%2BNGt%2BMrLXjIt1aPeIdWCPps0lzaXMj28cSxsrx7ZJfLIj7D9pjxp4km/a6/Z58CSfCPxDDpcPxUvbmPxpJc6cdMnl/4QvxMPsqot2bwS4YnLWyxYQ/vM7QfWfhJ8APgR8ANNu9G%2BA/wU8I%2BCbPUJ1mv7Twj4btdNiuZQu0PItvGgdgOASCQOK8e/wCCg0nxsh8W/s%2By/s9Wfha48Vr8ark2EHjO4uYdPdf%2BEN8TeYJHtkeRT5e7aQrfNjIxmqhHnko3tfvsNK7Po%2Bivmn/hoX/gpV4RPkeMv%2BCd2geJFT/WXvgL4xWp3%2BpWHUra2P4F6X/h4xrPh7918UP2Av2hPD7p/r57TwJFrNunqQ%2BmXNwxA9dorr/s/Ev4bS9JRf8A7cn%2BBfs5dPzR9K0V82Q/8Fc/2BLaVbTxl8Zr3wlck7XtvG3g3VtHKN6Fru1jT8mNd94M/bp/Yq%2BImxfA/wC1v8NdUkfpBaeN7FpR7GPzdwPsRUTwONpq8qUkv8L/ADs1%2BInTqLdM9VoqtpOtaNr9muo6Fq1te27fdntJ1kQ/RlJFWa5WmnqQFFFFABRRRQBV1jQ9E8Q2Tab4g0e1vrZ/v295brKjfVWBBry7xp%2BwJ%2Bwt8R97ePv2M/hXrLv96XUvh/p00mfUO0JYH3BzXrdFXCrVpv3JNeja/JouFSpT%2BGTXo2vyaPlvUP8Agir/AMEury7e/wBP/ZB0LRZ3OTN4X1G%2B0hh9DZTxEfhUP/DoH9nLRRt%2BGPxs%2BPngpB9yPwx8ffESIvttnu5QR7HNfVVFdH1/G9akn6u/53N/r2M/5%2BN%2Brv8Anc%2BVf%2BHZXjvSf3vgr/gqN%2B09pzr/AKtL/wAZ6ZqcY%2BovNNkZvxaj/hiz/goJo52eE/8AgsD4zaIfci8R/Cbwzffm0drA5/76r6qoo%2BvYl7tP1jF/%2B2h9dxD3afrGL/8AbT5V/wCGd/8AgrZonz6P/wAFK/h7rOPuxa/%2Bz6sWfq9rqqfoooHhv/gtlpH7u1%2BLv7MOtIOj33gTxBZSN9THqMqj/vmvqqij65N7wg/%2B3F%2Blg%2Btze8Iv/t1fpY%2BVTq//AAW40/5n8A/ss6qB1EXivxHZM30DWMwH4mj/AIXF/wAFi9IH/Ex/Ye%2BCur46/wBlfG%2B9t9308/Rzivqqij63F70ofc1%2BUg%2Bsxe9OP3NflI%2BVh%2B1B/wAFVbXi%2B/4JT%2BGp8dTpv7RVm%2BfoJdNjo/4a%2B/4KVQf8ff8AwSD1OT1%2Bw/HLw8/5eY0dfVNFH1mj/wA%2BY/8Ak3/yQfWKX/PqP/k3/wAkfKv/AA2t/wAFArf/AJCH/BHLx6B62vxZ8Jy/%2B34NL/w3j%2B2XDxe/8EgPi4vr5HjPwtL/AC1Kvqmij6xh/wDnzH75/wCYe3of8%2Bl98v8AM%2BVv%2BHgf7U0fE/8AwSK%2BOA/65614Zf8Alqlet/s0/Hv4jfHbTtWvfiJ%2Byr43%2BFsmnTxR21t41n06R9QDhizxfYbqcYXaAd5U5YYB5x6dRUVKtGcLRppPveT/AD0InVoyjaNNJ97yf5nxv%2B1p438cab8aviH4o0/4k%2BIdM1X4d6R4IufAHh/TvENza2d/NqGq3UMyz2kcixX/ANrkiWzxMknliP8AdeW7Fjs/t6WPiv4e/EW0/av1W5bWfAXgXwbLca74WsPipq2h3zSpdpN9ptbOzK2%2BpSmKN41hndN7EIpO7B%2BjfEvwh%2BE3jTxho/xD8Y/C/wAO6tr/AIdZm8P65qeiQT3mmFsbjbzOheEnAzsIzis%2B/wD2c/2e9U1jRPEWp/AjwZc6h4aVV8OX0/he0ebSlWTzFFs5j3QAOS42EYY561vDF0ouHu7Kz26pLT877pt/PeGJpxcdNlZ7fh/num2fKeo%2BMPF9r%2B0neeOdG8ea1P4/Px6u/CkfhN/EFx9kbQV8PNcxwCw8zyQgjC6h9o8vzPMIzIUPl1p/8E5fEPm%2BM/CSeFfiBqviCPxb8BdK8TfEo6jrk999n8SSSxATMs0j/YppzJfh7dNiD7KoEabOfq8fDL4bL4%2BPxWX4e6GPFLWP2JvEo0mH%2B0DbZz5H2jb5nl552btvtT/Cnw6%2BH3gO61K%2B8D%2BBNG0afWbxrvWJtK0uK3e%2BuCSTNMY1BlkJJyzZPJ5pzxlOVFwUelun%2BWy3XW7dwni4SpOHL0t0/qy3XW71PPf2lvi5%2B1h8NNS0m0/Zt/Y%2BtvidBeQStql3dfEe00JdPdWUIm2eGVpdwLHKjjbz1FeYf8NF/wDBWzUvksP%2BCZvw907PR9T/AGiFk/NYdIP86%2BqqKwhXpwgk6UW%2B75v0kkYwrQhGzpxfm%2Bb/AOSSPlX/AIT7/gtJrH/IP/Zn/Z00cHp/a3xW1q52/wDfjSBmlx/wW7vv4v2VtLz7eJb/AB/6T5/Svqmiq%2BtpbUof%2BAv9ZFfWl0pw%2B7/OR4drS66v7d3wiXxRJaPqY%2BB3jgai9gjLA0/9qeD/ADDGHJYJuztDEkDGSTXuNeM%2BOP8AlIX8L/8AsjPjz/07eEK9mrkerOXcKKKKACiiigAooooAKKKKACvGf2oP%2BS3/ALOP/ZZr7/1CvFFezV4Z%2B15rS6H8aP2ap20y9uvP%2BOdxbBbG2MrRmTwb4nTzGA%2B7Gucs3RVBPamk27ID3OiuL/aL1PxDoXwJ8W%2BI/CvjS48PX%2BlaDc38GsWlnBcSQeRGZmxHcI8bblQqdynAYkcgGuX8Z/E/4y%2BFf2PLX4l%2BHdH/ALY8b/8ACL6dO8EOgT3wlvJY4fOk%2Bx2jLLKoLu/lxkHAwMVtToSqRi01q%2BX52v6WJckm/vPWpoYriJoJ4ldHGGR1yCPQg9a4Hxn%2Byb%2Byx8Rt5%2BIP7NXgDXS/3zrHg6yuSfxkiNcHcftO/EaTwr4d0/4eyeF/GviLXZNTna8%2Bw3uh2Vra2IzMk1vM1xcQ3AfEPltyrt8wUClg/bjttSFhrejfDKabw/b2OizeMdYm1ZY20WTU9nkRpEI2%2B1bC48whk2gqVD546IYXG03enp6O36p69O/QSrRWzM7V/wDgkl/wTk1W8bULf9lLw9pNw3/LfwzPc6S4%2BjWUsRH4VW/4db/BfRfl%2BGfx2%2BOXg2Mfcg8O/GnWTEvtsupplP4g19K0VKzHH2s6sn6u/wCfMbe1qdz5q/4YT%2BP3hv5vhp/wU9%2BNNkR91fEtvoWtKP8Av/p4JH1JPvR/wzz/AMFLtD/e6D/wUc8Oavt%2B7B4o%2BCNqd/1ks72DH4JX0rRR/aGIfxKL9YQf/tqH7SXl9yPmr%2Bzf%2BCv%2BjHy7fxb%2Bzl4gRfutdaJrulyP9SlxcqD9Fpf%2BFp/8FWvDfGt/sg/CDxLt%2B8fDnxevLPd9Bd6WcfjX0pRR9cT%2BKlB/9utflJBz%2BS/r5nzV/wANWft9aX83iH/glnrMyD77%2BHvi5oV1j6Cd7dm/KrGl/t5/FBNTttI8Y/8ABN7486Y9xOkTXVppej39vDuYDc7waiSFGckhTwDX0bRR9Zwz3oL5Smv1YuaP8v5md4t8P2vivwxf%2BGr7UNQtIb61eGW50nUJbS5jVhgmKaJlkifHR0IYHkEGvnbwR8VPiT4H/wCCX3hr4onxJfXviK48EaZIut63cPdTxm8kijF3LJKS0hjScSlnJz5eWJGa%2BiPGHgzwh8Q/DN54L8feFtO1vR9Qi8u/0rVrJLi2uEyDteOQFXGQDgjqAa5nwv8As0fs%2B%2BB/Clz4E8F/Brw5pGiXemz6fcaRpelR29s9rMSZYfKQBQrEnIA71NGtRhTUZq/vJ9LWW676/cEZRS17nz3p/jT44aV8Ub/9kzR/jx4i8hviDaadH42vIrS51a1t20GPU7i2V5oGgMpeRWQvC22LcNp4YYtn%2B1Z%2B0l4o%2BHFz4usfiXbWEnw9%2BHUPiTW5IdEtmXxRN/aN7blJA6N5UMkFg5UwGNvNkPzbV2n6OP7I37PifDyD4XWPgOSx0m11f%2B1bV9L1q8tLyG%2B2NH9pS8hmW5WXy3aLeJAfLYx/c%2BWoPEP7HH7PfiKXw/5vgqSyt/DenWmnWWnaVqlxaWlxZWsomtrW5gidY7uGKQF0jmDqrM5H32z2rGYJv3of%2BSry1/7e1Vto7o056fY9Et9Wtzoaa7qLJaRG0E85nkAWFdu5tzHAAAzk%2B1cpp37S/wCzjrGP7J/aA8E3Wen2bxXZvn/vmQ12N5ZWeoWcunX9pFPbzxNHPBNGGSRGGCrKeCCCQQeCK8m1H/gn3%2Bwbq2TqX7FHwlmJ/ik%2BHOmFvz8jNedS%2Bqu/teby5eX9TKPJ1PQ7D4lfDrVcf2X4/wBEuc9Ps%2Bqwvn8mrXt7u0vE8y0uY5V/vRuGH6V4Vf8A/BLj/gnLqWftH7Evw0XP/Pv4Stov/QFFZFz/AMEg/wDgmfdP5jfsb%2BD42/vW1tJER/3w4rbly5/bmv8At2P/AMkVal3f3L/M%2BkKK%2Ba/%2BHQP/AATlX/j3/ZqtLf8A69PEOpw/%2BgXIo/4dEf8ABP8AX/UfBzWIfT7N8Rtfix/3xfCj2eXf8/Jf%2BAL/AOTC1Lu/u/4J9KUV81/8OkP2Gk5tfBPjOA%2BsHxg8Trj/AMqOKP8Ah03%2Bx4n/AB7w/EaH08r4zeJRj87%2Bj2eX/wDP2X/gH/24Wp9393/BPpSivmv/AIdR/sqL/qtb%2BKaeyfGrxH/8nUf8Op/2Xh08VfFkfT41%2BIv/AJNo9lgP%2Bfr/APAP/twtT7/h/wAE%2BlKK%2Ba/%2BHU37LZ%2B/4l%2BK7eu741%2BIv/k2j/h1B%2ByW3%2Bvv/ifL/wBdPjR4k/pfUeywH/P2X/gH/wBuFqff8P8Agn0pRXzX/wAOl/2LpP8Aj60bx/P/ANdvjL4mP8tQFA/4JGfsGH/XfDTxRN6/aPiv4lkz/wB9aiaPZ5f/AM/Zf%2BAf/bitT7v7v%2BCfSlFfNf8Aw6F/4J6N/r/gPcz/APX1431qX/0O8NH/AA59/wCCbDf8fP7KOh3Hr9svrybP/fyc0cmXf8/Jf%2BAL/wCTHal3f3f8E%2BiL7xH4e0zJ1LXbO3x18%2B6RMfmaxdQ%2BNfwa0nP9qfFrwzbY6/aNet0x%2Bb147Y/8El/%2BCa2n4%2Bz/ALFvgNsf899GWX/0MmtrT/8Agmn/AME8tMx9m/Yf%2BFLY/wCfjwHYS/8AocRo5ctX2pv5RX/tzC1Lu/wJfF9zbXv/AAUC%2BFd5Z3CTQzfBbx28UsThldTqvhAhgRwQRzmvaa8T8T6dp%2Bj/ALfXwo0jSLCG1tLX4J%2BOobW1togkcMa6r4PVUVVACqAAABwAK9sridr6GYUUUUAFFFFABVPxD4h0DwloF94r8V65Z6ZpemWct3qWpahcpDb2lvGheSaWRyFjRVUszMQAASSAKuUUAeQaZ%2B198A/j1a6h8P8A9kT9r34QeIfHcmnyTaTaW3ii11tYdpUNNLaWV2k0sS5GQrpyQNy5zS/sn/tC%2BI/iz%2BxD4J/ad%2BLFrp8Wqax4Bt9e8QRaBaSRWyyG382UQRSyyOqcHarSOQMAsetel%2BNNB1XxR4Uv/Duh%2BNtT8N3l5bNFb69osVrJd2LnpLEt3DPAXHYSRSL6qa85/Zr/AGUIP2aPgp4a%2BAWlfHTxn4p0DwuGt7RfFdvozy3On/ZTbx6fMbTT4FaBCRKGVVmZ1AeV4yYyAcJ%2Bxr%2B1L8fPip4w0bwr8f8ATfCSP43%2BE%2BnfEDwuvhPT7m3/ALLt7iUJPpl009xMLqSETWm27jECyl5f3EWwbrv7THxc%2BFF3%2B11%2Bzz8F7X4neHpfGNr8VL3ULnwnHrUDanDZnwX4mUXDWofzViy6DzCu3LAZ5FdL%2BzN%2BxX4C/Zg1V9X0D4g%2BLfEstt4YsfDPh0eLL21mGgaFZvI9vptqbe3hLRqZPmlnM1xII4vMmfy1xzP7emt/Erw745/Z71f4SeA7HxLrsXxpuvsujajrf9nRTqfBvicPmfypdhCFiPkOSAOM5pxi5SSRMpKEXJ9PmexfF34TeEvjf4Cvvhr46l1ZdK1KJor1NH1260%2BWWNlKtG0ttIjlGViGQkqwPINZ0XwYu9M8GL4O8M/GXxpppiS3S21Qajb3t3EsQIxuvYJ1feD85kVicAgg8153/wANI/tl6X8/iP8A4J26vKi/fk8PfEnR7vH0WZ4GP5Un/DcniTTf3fir9hj452Lj77WnhW0v0H0NrdyE/wDfNd0aGNUeWLTV72UoPX7zkeMwt7yuvWM1/wC2l3X/ANi%2BGPQtPtvhv8XdX0PWYG1oar4hu7KG8n1IatIst9IyARxxzNIivG6KEiwVWMqdtVrz9jK4tfFEmjeFfGlpZ%2BA9UvdFvNf0CfTHkvZZdLihjto4bnzQqQt9ltmdWiZiyyEMPMIDP%2BHjHwN07/kdfAPxU8NY%2B8dc%2BEmtIF%2Bvl2z0sf8AwU8/YT8wRah%2B0FY6axONutaTfWJB9/tECYrdLN0vhb%2BV/wAr7dO3Qn63l3WpFert%2Bdj174keCpPiL4H1HwVF4y1zw82oQiMaz4bvFt761wwbdDIyOFbjGSp4JrxT/hiz496F/wAiJ/wUk%2BLttj7o1%2Bx0PVAPr5unrn8a6/RP28P2KPEIA0v9rP4dMzfdjm8Y2cTn/gLyA/pXXaL8dfgj4jx/wj3xj8K3%2B77v2LxDbS5/75c1zQljsLFxUWl5wv8A%2BlQf5myq4Wtqpp%2Bkl%2BkjyI/s9/8ABQfTPm0f/goppt7t6Jr/AMGrGTd7FrW5gx9QKP8AhF/%2BCqWi/u7D4w/AvXEH8ep%2BB9Wsnb8Yb91H/fJr6CtL2zv4RcWN3FNGekkMgZT%2BIqWj69U%2B1CD/AO3I/pY19nHo397Pnj%2B3f%2BCq%2BlfPc/Db4B6yg6rZeLdZsnb6CSylA/76o/4Xl/wUb0v5NT/YI8JaljrLo3xojXP0W409P1avoeij63B/FRh90l%2BUw9m/5n%2BH%2BR88f8NT/toaf82vf8EzPFJQfefR/iRoF1%2BSvcRsfyo/4bp%2BJenHZ4l/4J1fHWBh1OnaXpF6o/GPUcn8BX0PRR9Zwr3oL5Smv1Yck/5vwR88/wDDw/TLf/kL/sZ/tDWePvE/Ce5uMf8AgM8n6Uf8PM/gBZ/8jH8P/i3o/wDe/tP4N66u367bVq%2BhqKPbYF70X8pv9YsOWp/N%2BH/BPnn/AIepfsPRcah8T9csT3Go/DrXrfH18yyUUL/wVd/4J5bgtz%2B1HoVqT2vra6t//RkS19DUjKrqUdQQeoI60e0y/wD59y/8DX/yAWq9193/AATwyx/4Kbf8E%2BdRx9n/AGw/AK5/57%2BIYov/AEMitez/AOCgH7Cl/j7N%2B2Z8LMnor%2BPtPQn8GmBr0q%2B8F%2BDtTz/aXhPTLjPXz7CN8/mKybz4GfBPUc/2h8HvC0%2BevneHrZv5pRfLn9ma%2BcH%2BiD993X4nP2n7ZX7IN/j7D%2B1X8Nps9PK8c6e38pq0rb9pn9m%2B95s/2gvBEuenleK7Nv5SVBd/sqfsvX%2Bft37N3gGbPXzfB1k384qzrn9iP9jC9/4/P2RfhhLnr5vgHTm/nDR/wm/3/wDyQP33l%2BJ09v8AHD4LXfNr8X/C8uenl%2BILZv5PVyH4m/Da4/49/iFocn%2B5q0J/k1ee3H/BPz9hG5/1v7GPwrH/AFz8A6en/oMIqlN/wTf/AGA5zl/2N/hwP9zwjar/ACQUWy3vP7of5h%2B%2B8vxPWYvGXhCf/UeKtNf/AHL6M/1qdNe0OXmPWbRv924U/wBa8Vl/4Jj/APBPmbl/2PfAQ/3PD8S/yFQP/wAEtv8AgnjJ979kHwSP93SQP5Gjly7%2Baf8A4DH/AOSC9bsvvf8Ake7LqOnv9y/hP0lH%2BNO%2B2Wn/AD9R/wDfYrwNv%2BCVn/BOxuv7Ifg38NPI/wDZqaf%2BCU//AATqPP8AwyJ4P/8AAJv/AIqjky7%2Bef8A4DH/AOSC9bsvvf8Ake%2Bm9s1%2B9dxD6yCmPq2lR/6zU7dfrMo/rXgo/wCCVH/BOpen7Ing/wDGxb/4qpF/4JYf8E7k6fsheC/x03P9aOTLv55/%2BAx/%2BSC9bsvvf%2BR7hJ4m8Nw/63xBYr/vXaD%2BtV5vHvga35n8aaSn%2B/qMQ/m1eOR/8Evf%2BCekX3f2P/Ax/wB7RUP86sw/8E0f%2BCfsH3P2O/h6f9/w1A381o5cu/mn/wCAx/8AkgvW7L73/kenz/Fv4U2v/Hz8TfD0eOvma1AP5vVK5/aB%2BA1n/wAffxt8IxY6%2BZ4ktV/nJXDwf8E6v2Cbf/V/sa/DM4/v%2BCrJv5xmr1t%2BwX%2Bw3ac237GnwqQ%2Bo%2BHum5/PyKLZb3n90P8AMP33l%2BJtXX7Vv7Lljn7b%2B0n4Ahx183xjYr/OWsy8/bh/Yr08E3/7X3wuhx183x/py/zmqza/scfsh2PNl%2Byt8N4cdPK8D6ev8oa07T9mz9nTTyDYfALwVBjp5PhWzXH5R0f8Jv8Af/8AJA/feX4nEeKNQsNX/b7%2BFGq6Vew3NrdfBPx1LbXNvIHjljbVfB5V1YcMpBBBHBBr2yvFvGNvBaf8FA/hZa2sCRRRfBbx2kccahVRRq3hAAADgADtXtNcTtfQ0CiiigAooooAKKKKACiiigArxn9qD/kt/wCzj/2Wa%2B/9QrxRXs1fPX7d3wv8DfGPx7%2Bz14A%2BI2itqGk3fxpunntkvJoCzJ4N8TuhDwujrhlB4YdKcbX12Jm5qDcFd9Luy%2B%2Bzt9zPoWivnzxR%2BxH%2Byr8ONJbX5viL4y8D2SSKn26H4vatZxI7HCjdNdlQSegqe1/Y6sH0uPXfCv7bXxpt7KSISwXafEGK9hZCMhg11BKGXHfNdHssO9VN/OL/AEbPM%2BuY9TcHRi2tWlVje3ezinbzat5nvlJJHHMhiljVlYYZWGQRXhkP7M37RFnEs3g7/goN43ETDMZ1Xw3ol%2BGH%2B8bRSfqDTv8AhS37dGn/AD6b%2B3Bot7jpHq/wntzu%2BrQXcePypexpdKi%2B6S/Qv69ilvhp/J03/wC3o9O1v4OfCLxLn/hI/hX4b1Dd977bodvLn/vpDXJa1%2BxB%2Bxn4h3NrH7KHw5mdusv/AAhdir/99LED%2Btc8fD3/AAUf0v5bP4pfBzVVHe/8H6nbMfxivWA/I0f2l/wUnsfmk8I/BHUlHUQ69q9ozfQNbSgfnWsVXh8FZL0m1/kZTxVCf8TCz%2BdNP8pMiuv%2BCZH7BdzMbmL9mXw/aSH%2BPTDNaEfQwyLio/8Ah2j%2ByZa/N4f0Dxbo79n0n4ma7Dj6AXm0flVn/haf7fumcX/7IvgnU8dW0z4qtFn6CbT/AOtH/DQH7ZNr/wAf/wCwBeygdTpvxN0mT8vNMVbe1zHpWv8A9vr9WY%2B1yjrh5L/uDNflErf8O%2B/BNpxoH7R/xx0tR0jtPi5qTIP%2BAzO4/Sg/sNeI7X5tG/br%2BO9sR90S%2BK7G5X8RPZOT%2BdWf%2BGr/AI36f/yMH7AvxMix97%2BzdR0a7/LbejNH/DbOpQf8hP8AYw%2BONt648G28%2BP8Avxdvmj2mZd7/APgDD2%2BSLe6/7dqr9Ct/wyf%2B0np3Hh3/AIKLfEOLH3f7S8NaFefnushmj/hnr9uG2/48v%2BCh8kvp/aPwn0qT8/KaKrP/AA3j4Nt%2BdY/Z6%2BNVgB1e5%2BE%2BpMo/GONhU2n/APBQH9nq8v4NMvbXxzp81xMsUa6j8M9ajG5iAAW%2BykLyepOBRzZh1gn/ANuwf5IFickvb21v%2B36i/OxQ/wCFQ/8ABQ3T%2BbP9tLwTqGOi6h8IDHn6mLUf6Uf8Iz/wU2sOLX4v/BTUAO974G1WEn/v3qBr3PV7W9vtKubLTtUexuJoHSG8iiV2gYggOFcFWIPIDAjjkEcV5r8AfF/jXxLpvi2WTxpdeKtGsNUNv4U8TXtnbRS6kEt088r9niiiljW58yNJFRQwU4LgB2yjiJyg5OMNP7q6%2BljqqUqVOtGnzT96%2B030V9nd/Pa9lu0cts/4KhW5/wCPj4CXf/bHW7fP/j0mKP7a/wCCn1r80vw7%2BBV4B2g8W6xCx/BrFh%2BtZPgr44/GXSfhld6X418S6kPiBNcaJayaV4m8NWtoumG/ufs/2mMWzlbiEFbjZlss0G1tuTWlp/xk%2BPet63F8E9C17QF8UWV9rgvPEd9o7vbXMFgLIxj7OkqbHl%2B3whiHIQxvgNkCtnzpu8Kenl%2BO%2BxwxxmHko2nVu%2Bl03d7R2%2BLye3V3JP8AhYf/AAUhs/8Aj4/Zk%2BF15j/n0%2BJ13Hn/AL706j/hdP8AwUFtuJ/2F/Cdx/tW3xmRf0fTh/OvV/hb8Q7X4i/CfQfilPAtjDrOh2%2BpOksmFhWSISHLHsAep7VVt/j98CLv/j0%2BNfhGXPTy/Elq38pKx9rq17GLt5S/SR3pQ5Iy%2BsSSkrq7hqnZ9YrujzL/AIX7%2B3bH/rv%2BCfdm/wD17fF%2Bxb/0O3Wj/hov9tiP/W/8E6dQb/rh8U9Gb/0Jlr1uD4s/Cu6/49viZ4fk/wBzWYD/ACercPjnwTc/8e/jDSpM9NmoRn%2BTUvbQW9Bf%2BT//ACRSg3tiH/5J/keM/wDDTH7YcfNx/wAE3vE%2BPWH4jeH3/ndA0f8ADVH7UUX/AB9f8E5fHY/65eL9Af8Ale17jFruiT/6jWbR/wDcuFP9asRzwy/6qZW/3WBqfb0etFffP/MtUKz2rv7of5Hg3/DW37Qyf6//AIJ2/Eof9c9c0Nv/AG%2Bo/wCGwPjgn%2Bt/4J5/FYf7l7ojf%2B39e90Ue3w//Plf%2BBS/zH9XxP8Az%2Bf/AIDD/I8E/wCGx/jGv3/%2BCe3xd/4DJox/9v691UtfWAMiSwGaH5l3YePI6ZHQj271NTZ4IbmF7a5hWSORSskbqCrKRggg9QayqVKc7ckOX5t/mbUqdWF%2BefN8kvyPHf2aYXu/GninX/AfifxBqPgEwWtlolz4i8RXWpnUdRhkuBeXltJdSSOLc7oYgVYRyPDIyKFAeTxO8%2BJXxD8N/DeHx1ofxM11tX8V/DTxFqvjLz9YmuE0a6t9QsYjPBDIzR2X2Vbi7iCRqinysuGaMmvqLwf%2Bz/8AAf4euJPAPwT8I6GwkicNo/hu1tiGjz5bfu4xymTtP8OTjGa09K%2BGfw30HVNX1zQ/h9odle%2BIDnXry00mGOXUjzzcOqgzfeb75P3j611LF0Y1HLlbTtvbp3/PTrboccsHWlTjHmSavtfr2/LXpfqfOl080HxQX4Bw%2BPfELeBH%2BJkNlNeN4uvmuU3eG577%2Bz/7QM32kJ9ojgn/ANbuzL5edjBK9l/ZX8Ra34p%2BAmgaxr%2BrTahKVuYbfUrht0l7axXMsVtcM38bSQJFIX/iL7u9bcfwW%2BDkPgZvhhF8JvDK%2BGnk8x/Dy6DbixZ94fcYNnlk7gGzt6jPWuhsrKx0uxh07TrSK2treJYoIIIwiRIowqqo4UAAAAcACs6%2BIhVp8qX5ffp1fXpojXD4apSqczelvP7tei6ddWeGXH7Tv7Vv2iSHT/8AgnR4xmVXISSTxzoEYcA9fmvMjPvTP%2BGkv2zZP9V/wTi11fTz/iZoK/8AoM7V7rJf2EP%2BuvYU/wB6QCq03ijwzb/8fHiKwjx133aD%2BZpKvR6UV98/8wdGqt67%2B6H%2BR4n/AMNC/twyf6n/AIJ4yL/18fFjS1/9BVqP%2BF7ft7y/6j9gPRU9PtPxltl/9Asnr2Kb4j/Dy2/4%2BPHmix4679UhH82qlcfGj4O2v/H18WfDMeOvma9bj%2Bb1XtYvagv/ACf/AOSIcUt8S/vp/wCR5v4in1G6/b2%2BEtzq9glpdyfBHxy11axz%2BasMh1TweWQPgbwDkbsDOM4Fe3V4t4wuLe7/AOCgfwrurWdJYpfgt47eOSNgyup1XwgQQRwQR3r2muJ7netgooooGFFFFABRRVPxDodl4m0C%2B8N6lPeRW%2BoWcttcSafqE1pcIkiFGMU8DpLC4BO2SNldDhlYEAgAp%2BPvFN/4J8G6h4r0vwTrHiS5sbcyQaFoCwG8vmyAI4vtEsUW456ySIo6lgKxf2efjZ4b/aS%2BBnhP4%2B%2BD9F1PTtL8YaDbatYafrUcSXdtFNGHWOYQySRiQA4OyR1yOGI5rl9B/Zi0T4JJf%2BO/ghc%2BNNf8TxabLFpek/EL48%2BKb3SriRsYWUXtxfxw8gfvltpHTnaOTWH%2Bwt8L/wBpb9n/APZR%2BH3wJ%2BLXg7wKmr%2BE9Nj0bULrw541vL22ktILMiK6jM2mW7NK84VGgKqqRsZBNIwETAHR/slftQn9rj4Yad8ZNG%2BBHjXwd4d13RbDVvDN/wCMZdIzrFndxGWOSKPT9Quni2psLLOsTfvVADEOFyf2pPP/AOF4/s3eUU2/8LpvvN3Zzt/4QjxT0984/DNcr%2Bxl%2ByR4u%2BA/xa8S/ER/g38M/hToGq%2BGNP0q3%2BHnwl1We7025urea4kfVJy%2Bn2EaXBSVIAEgLMkeZJXxGsdL9tXQfDXw6/aT/Z/%2BP6aT461rVD8Vrqwl0XRfEGpXls0R8G%2BJfni0o3P2NZAQCZliEu3d8xBYEbsrkVakKVNzm7Javf8ARN/cme7fGPX9N0PwXNHqWs6zpn2thDBqeh%2BHH1Oa1k%2B8H8pbedQMKfmdCvPqRXjMcEWj/sy%2BC/DnjDT57TSdM16xfx1aahA4C2Mplk3TowwI3keB3j5VFYqwAUgdt/w2J4Ftede%2BGHxK0sDq198PNQAH4pGw/Kl/4bg/Zqj41DxrqNiR95dQ8Kanb7fqZLcD9aI4inFWufL4zGZNiq0pyxcI3jy2em7Unfm5bpuKTVlo2m3dW8U1seDLbwfIPH6W1p4TnsfFeofDyxnURQSTfa2FkLWLgeb5Jikto1G/94TGMg46OG%2B1v/hYNteeIfE17/wnOn%2BK9E0rTdMbUpMmzawimucwhsPG6tNJI5B%2BeMjIK4HpkH7an7I%2BqsIm%2BOnhwFWBC3lz5W0jocSAYNaFn8e/2TtY1uPxLafGL4fz6mkJhivv7esvtCxnkoGL7wvt0rX61TfVfev69Tz6WEyqUk6WNpPVfaj016VFrH/l30inZnVfEX4g%2BHvhb4RufG/ipL9rG0aMTDTdMnvJvndUBWKBHkYZYZwpwMk8A15kf%2BCg37J8XGofEDU7Ej7w1Hwbq1vj6mS1Ar0ix%2BLHws1PH9m/Erw/cZ6eRrMD5/J62LPVtK1EZ0/U7ecesMyt/I1EZU7a6/M%2BnrSxeIqJ4TEU0rbOKnr3vGovut8zyS0/4KCfsXXcnlL%2B0V4dibut3O8BH1Eiritqw/bJ/ZJ1PH2T9prwFk9Fk8WWiE/g0gNeiXVjZXyeVfWcUy/3ZYww/WsbUPhX8MNVz/anw40G5z1%2B0aPA%2BfzWqvR7P8P8iOTP4/8ALyk/WFRflNmdY/tCfAPVMf2Z8cPCFxnp5HiW1fP5SVsWPj/wHqeP7N8baRcZ6eRqUT/yaudv/wBmL9mvVM/2n%2Bz14Guc9fP8J2b5/OOse%2B/Yk/Y%2B1DPn/sy%2BB1z/AM8PDVvF/wCgIKP3Pn%2BAX4gX2aL%2BdVfoz06GeC4TzLeZJFPRkYEfpT68am/4J7fsWzP5i/s8aDC3961WSE/%2BOOKZ/wAO9/2R1/49vhhdW/p9j8VapDj/AL93IotS7v7v%2BCHts%2BX/AC4pP/uLJfnSPV/F3hXRfHPhbUfBniSGaTT9VspbS%2Bjt7uW3d4pFKuqyRMroSCRuVgR2NYPg34JeD/AOjR%2BHvDGq%2BI47KGJore3uvFd/dCGMxCIInnzOVVVA2qOFIyMHmuBvv2Ev2cNHsZtQtIvG1nHbxNI40/4g6477VGTtQXLMx44UAk9ACayPC/7MnwL8U6fe6j4T%2BNHxdsU019t/DJ8QNbs5rY7BIN8Nw6yKChDAlcEHIzVKUIrlU3b0/wCCc1TE5gq8faYWnz2dv3yvZau16a06/id/H%2BzD8Ov7E1fS7/U/EF/daytmJ9b1PXZri/g%2ByTG4tPKmkJMYhnZpUA4DsxIOcVVv/wBlLwLceHbHR9M8V%2BJNNvrOW/eXxFY6in9oXgvWDXizSPGysJWSMnCqVMUewptFed6J8Gvg7rvhe78aaJ%2B198aYNKsUVri9uvHeoRoA33Sv2mPL5JAG3OSQByafdfCH4b6b4Ys/GU37e/xXs9Mv5TFaXc/jWDDuCQy4ltSQVIIYEfLjnFUq/X2n4f1/kcX1yEoczwsLWvf29L4b73dtL/avvpfofQWl%2BGdA0Xw3b%2BD9N0iCPS7WyWzgsdm6NYFQII8HOV2jGD2riLj9kD9ku7z9q/Zd%2BHUuevmeCbBv5xVzcf7Jfi8Isum/tsfF/awyrS6rpkoI7EZsaX/hl74vw/8AHl%2B3F8SF9PPtNJk/nZ0oycX7tS3/AIEvyZ31K2KqpKpl/Mlt79GVvS6Naf8AYe/YzuP9Z%2Byj8Oh/1z8G2S/%2BgxCqc37Af7E0/wB/9lfwMP8Ac8OwL/JRVX/hnH9oiL/j0/bt8Yr6ed4X0WT%2BdrS/8KB/aoT/AFX7eWvEekvgLRG/lbir9tWW1V/fL/Mwcab3yv8ADD/5oSX/AIJ1/sNzff8A2XfCA/3dLVf5VXk/4JsfsJy/e/Zi8MD/AHbZ1/k1WP8AhRX7Wq/c/bqvj/10%2BHWlH%2BSij/hSP7YC/d/biz/v/DTTz/JxVfWMR/z%2Bf3yIdLDPfKn/AOA4f/5Iq/8ADtX9hYfc/Zv0Jf8Acedf5SUf8O1/2Hh939n3TF/3b67H8patf8KW/bIX7v7bdof9/wCF9mf5Tij/AIU1%2B2cPu/trab/wL4V239Lqj6xif%2Bfz%2B%2BQvY4P/AKFb/wDAaH/yZV/4dr/sRdvgLZD6apej/wBrUf8ADtj9iT/ohNr/AODe%2B/8Aj9Wv%2BFO/tpDp%2B2no/wCPwpg/%2BTKP%2BFPftqf9Hp6L/wCGoh/%2BTaPrGJ/5/P75B7HB/wDQrf8A4DQ/%2BWFX/h2v%2BxH3%2BBFofrq17/8AH6P%2BHa/7EHf4BWB/3tSvD/OarX/Cnf20%2B/7aejfh8KIP/kyj/hTn7aB6/tq6SPp8Krf/AOS6PrGJ/wCfz%2B%2BQexwf/Qrf/gND/wCWFX/h2t%2Bw2fvfs76Q3%2B/dXLfzloH/AATU/YSzlv2Z/Drf76yt/N6tf8KZ/bMP3v22NPH%2B78LbUfzuTR/wpT9sRvvftvQj/c%2BGNiP5ymj6xif%2Bfz%2B%2BQexwn/Qqf/gND/5Mji/4JwfsLRfc/Zg8KH/esS38zVmH/gnr%2BxBB9z9lvwWf9/RY2/mDUX/Cjv2vG%2B/%2B3LMP%2Bufw200fzJo/4UN%2B1g3%2Bs/bu1Uf9cvh7pA/nGaPb4j/n8/vkUqWHW2Vv/wABw/8A8kX4P2Dv2K7f/V/sq%2BATj%2B/4Wtm/mhq5B%2BxX%2Bx1bYMP7KPw3BHQnwRYE/mYqxP8Ahnv9p2Xi6/by8TEf9MfBOiJ/7bGj/hmn47zf8fn7dHjtvXydD0eP%2BVpUutVe9V/fL/MtKK%2BHLP8A1HX%2BY3xZZWenft//AAq0/T7SKC3g%2BCnjqOCCGMKkaLqvg8KqqOAAAAAOle1V4l4mtZ7H9vn4T2VzfyXUkPwS8cpJdTBQ8zDVfB4LttAGSeTgAc9K9trlPo4/CtLBRRRQMKKKKACiiigAooooAK8G/bO8Y%2BGPAXxR/Z28T%2BMdah0/T4PjReLNdXBIRC3gvxOq5x6kgfjXvNeI/ta6tpOi/GH9nTUNc1K2tLZfjPeh57uZY0BPgrxQACzEDknFZV5qnRlNyUbLeWy83qtO%2Bq9UTPm5Hyuz6X2/T8zt7P8AaU/Z%2BvseR8ZvDa5/57avFH/6GwrVs/i78J9Qx9g%2BJ/h2fPTydagbP5PRJf8Awl1z/W3vhy83f3pIJM/zqCT4WfBTXBmX4c%2BFrzP97R7aTP8A46a8ylisXW/hVaM/Ry/9tnI4v%2BFNbOm/lNfqzVOp%2BC/EKCNtQ0u%2BU9FMscoP6mqV98JvhTqwzqXwz8PXIbqZ9GgfP5pWRd/s0/s%2B3ufO%2BDXhxc/88dJij/8AQQKpH9kz9ngEmD4ZWsBP/PrdTw/%2BgOK3cs0606b/AO3pL84MzqU8ZU/iUacvVv8A9uhIt337MH7Nmp5N9%2Bz94KkY9XPhe03fmI81kXn7E/7Jt8czfAHw2p/6YWAi/wDQMVc/4ZW%2BDcXOn6frVmfW18WaimPw8/FH/DNfhiL/AJB3xF8eWg7C38a3mPyZzUueP64eL9Jr9YI4p5ZQqfxMBRl/4L/WkjL/AOGG/wBlxP8Aj1%2BGLW3p9i12%2Bgx/37nGKP8Ahir4Hwf8gmTxbYen2Px9qy4/O5Nan/DPMif8evx3%2BIsXp/xUayf%2BjImo/wCFF%2BL7f/kH/tJeOFx0%2B0yWUv8AO2FHtcUt8L904f8AAMv7JwC/5l0F6Omvy5TL/wCGQvDEPGm/Gj4p2g7LB8Rb4gfg7sKP%2BGUriL/jz/ad%2BLMPp/xVkcv/AKNgatT/AIVL8ZIf%2BPL9p/WwPS48PadJ/wC0RR/wrb9oCP8A1P7Swb/r48G2rf8AoLLS%2BsVlvhp/Jw/%2BTQf2ZgV/zBSXpP8AyrIy/wDhmjx3bf8AIM/a8%2BJSen2qfTpv52YqSy%2BBvxy0%2B8ing/bC8TyxRyq0kF34d0qQSKDypP2cEZHGRzzWh/wg/wC0pBzD8fNEn9p/BAX/ANBuaP7A/amg/wBV8SfBk/8A138MXC/%2Bg3NH1qa3w9T/AMlf5VBrAYOLusPVXpOf6V2d7q15dafpk99ZaVNfSxRF47O2dFkmI/gUyMqAntuYD1IrzT4WeFta8OnxXJqHgDX7fT9fuGmt4NV1WK81DCWqI6yzm4kJDsCsS%2BY%2B0A5KLtUXvsv7WcfTXPh3L9dLv0/9rtUFtq37UVyJjZ3Xwzuvs0rR3Hl3V6vlOOqtgNtI7g8iieYwUkpUqietvdWumv29bLe2y1djqrzjXrwqSp1Fy3suRPdWf2r7dNjkrLwb48tvDVzDo3hTxR/wjei6lot3peg%2BIrxLnUHNvOxuliPmvmNYvs7xoz8yROBjIqEeH/Fnh/Uf%2BFkal8MdWvLXWF8SJDodvZiW4tXvZrZoBLGMhBKsDl2PCFwGPJNdbZeM/wBpC%2Btpb2wg%2BGF7DAMzy2viS72xjr8x8ghfxNS/8Jt%2B0jFaR38ngbwLLBKQIp4vF0ypJnptLW2DmsI5rgpxUoqdrXvy3Vr2vpNq19O19L30PL%2BoYeyt7VW2/d3Sa20u9EnZRvyrfc67wJoGveFfhhpPhia5hk1PT9Eht2lmJaNp0iC5OOSu4ducVwu39upD/rvhNJ/2y1NP/ZmrU/4TL9pmP7/wQ8Oy/wDXPxoy/wA7Wj/hP/2jl%2B/%2Bztpjf9c/HSf1thXS8woNfDUX/cOf%2BTPQrPD1KcIKVaCirLlU1eyS19yV9vzMvz/26U/5hXwmk/7iGpp/7SNH9o/t0Jy3hH4Tyf7viHU1/naGtT/hY37Qi/f/AGbYT/ueNbc/zjFH/CzPj4v3v2ZpT/ueMLM/zxU/2hh/%2Bnn/AIBP/wCQMPZUf%2BgjE/8Ak3/yky/7d/bfj%2B/8NvhnJ/ueK78fzs6P%2BEp/bXT73we%2BHz/7njO7H87OtT/haPx1H3v2YL4/7nizTz/NxR/wtX43D737Lurf8B8Uaaf/AGtT/tDDd5/%2BAT/%2BQD2dP/oJxH3P/wCUGX/wmX7aK9fgZ4Gb/d8c3A/nZ0f8Jz%2B2Yo5/Z%2B8GN/u%2BPpR/OyrU/wCFtfGNfv8A7L%2Buf8B8Qaaf/a1H/C3vi2Pvfsw%2BIfw1vTj/AO16X9o4XvP/AMAn/wDKw5Yf9Bdf/wAB/wDuBl/8J7%2B2SOv7O3hA/T4gyf8AyFR/wn/7Y/8A0bl4S/8ADhP/APIVan/C4fiqOv7MfiT/AMG%2Bnf8Ax%2Bu%2Bubi6i06S7t7BpZ1gLx2odVLvjITJOASeMniuihiKWIT5JS07xa/OKv8AK5tRwsq9%2BTF1tO6ivzoq/wArnlv/AAn/AO2OeB%2Bzn4RH1%2BIT/wDyFSf8J7%2B2Q2QP2evBwx1z8QJOP/JKl%2BCt7q2m/EfxInjLQLzTdS1K006W9m1C6tSs1032j93H5Uz8bRtQddkPzYPXk7RIT4cZfDSH%2B018IXY%2BIYsgfPN39qtd/nbfmM2z7dsz823OONtec81aoxnZ682l7PR225d%2BrVtFd62OByrqkp/WKuvNpeCejtt7Hfq1bRXetjqv%2BE6/bKKeZ/wojwQq%2BrePZsfpZ07/AIS/9tN/u/BPwEv%2B943uT/KzrIz8P/7R%2B0GPSj8Ox4uJHyRnTN/9mYzjHl%2BT5/H9zz/9qvSvg4t8vwx0Zb8TA/ZP3AuM%2BYINx8kNu5z5ezOefXmujCYx4ms6fZX0d%2Btr7fC/svrZ9jowtGviarg8TV26Sh33/hbP7L62fY4z/hJP223%2B58KPhzH/AL/jC8P8rOj%2B2P25JPueAvhbH/108T6if5Wda0vxR%2BN6yskP7MWpMoYhXPinThuHr/rab/ws/wCPB%2B7%2BzFdD/f8AF1iP5Mar%2B0MN/wBPP/AJ/wDyA/Z0uuJxH3P/AOUGX9s/bpf/AJlz4TR/9xrU3/8AbYUb/wBul/8Al1%2BE0f8A231N/wD2UVqf8LJ/aAb7v7NOP9/xlaD%2BSmj/AIWH%2B0S33P2cLMf9dPHEI/lCaX1/D9qn/gE//kQ9lR/5/wCJ/wDJv/lKOY8Ufb/%2BG/PhR/avk/av%2BFJ%2BOvtP2fPl%2BZ/avg/dtzztznGecV7ZXiviyS5m/b/%2BFU17bCGZ/gp46MsKybxGx1Xwfld2BnB4zjmvaq9NO6PpI/CgooopjCiiigAooqn4hg1%2B50C%2BtvCmp2dlqklnKum3moWL3VvBcFCI5JYUliaVFbBZFkjLAEB0J3AAq%2BOvH3gX4X%2BEr7x98TPGmk%2BHdC0yISalrWu6jFaWlohYKGlmlZUjG4gZYgZIHemfD/4jfD34seErTx/8LPHejeJdCvwxsdb8P6pFe2lyFYoxjmhZkfDKynBOCCOorxj4heLf2s/2efht4h%2BMnxv1vw38WNI0HS/tFp4D%2BFPwN1WLXNTvhLGLZYN2s3%2BcSlST5B2AGQuixsayv2OrC%2Btv2dtZne88Q2njn4n%2BKda1PWrmf4da5o1rpuuXVs0xSKK/s4ZoLOGOKKJLuZEW4kj3Z86by6APbvhz8bfgx8YbjV7T4R/F3wx4pl8P35sdfi8Oa/bXzabdAkGC4ELsYZAVb5Hw3B44rzb9rmPRZfi/%2BzpH4gS1a1PxnvfMW8CmMn/hC/FGM7uOuK8g/wCCcXhHxSvj3wjfxfBXxR4JsvAn7OPh/wAD%2BLLfxH4YudMW41u2nZvstu08aC%2BjtAlyftUBkt2%2B3gxyvufb1/7bngH9qPxZ8fvgZc/DH4jeBbPQ4fifcPb2mvfDC%2B1WSwn/AOES8RK9xczRavbJLCwYxrGI4isk0RMjbfLfDFQqzw0401FyadlK7jf%2B8lrbvbWw48vMubY94k8EfBbUuX8JeGJye/2G3Y/nioX%2BB/wXvwWX4e6OR6w26r/6DivM5fgf%2B2xN/rPjp8Bz7/8ADPWp5/8AUnqfSPhL%2B3doHmf2L%2B0X8ErXzseaIfgHqy7sZxnHij3P518lQyGvXxKWYYDBSp63cIS5ttLKdGz13vJaGtSGCcfcvfzUf0Or1H4R/Cey8QRaBZeCreNpIVk3f25PbEgsVwiq3zHgntT9b%2BFfgHQ38rT7bXQyQtNMLXxLdr5US9W%2BaU574A64Ncrqnwy/4KBavaNZ3P7UPwbCsVO5PgPqu4bWDDBPig9xUd/8Kf8AgoBqEk8sn7U3weU3Fk1s%2Bz4E6rwpzyM%2BKDyMn256V52K4NUY4lYbD0byknTahCPJG0rwslFXUlD3m3zKctIuJUFgvd5o7b%2Be2v56eS7nW/8ACAaCuoJZ2fjTxtHE0ixfaY/EspjWRl3BcMxPTvjAPHWpNK8Cpqk/k2HxV8cQBo/Mt5JtShZZkzjcu6NjjPY4PI4rxv8AZ/0n/god8ZfgH4K%2BLet/Hf4R%2BH7rxZ4b0vxBeeH5/gbq7vps9zZxStaszeJUZvLZypJVSSvReg7Kw%2BE/7f8Ap72rxftS/B5jZ2pgi3/AjVeVO3JOPE45%2BUf4VnhuFMesXF1qVNU7ptRlNaNtOKtWTtGNpRfxOTcXoOccDyPlTv8AP7/nt2PQv%2BFYeLof%2BPP42%2BI19POitJP5w0f8IF8UI%2BIfjnfEdhNoVm38kFefat8MP%2BCieptG1v8Atf8AwmstgORafAjUsPnHXf4mbp7Y61BH8Jv%2BCj0f/N63wtP%2B98A7w/8AuxV6tbJqVLEShSwdZxW0o4qUU/8At2VfmVttfyMY0aLjdzs%2B1pfpoekf8Ib8Yk/1fxpgb/rt4YiP/oMi0f8ACOfHCH/V/E7RZv8Arr4bZf8A0GevF/DNz/wUluvjl4k%2BDN7%2B0H8JHs9C8JaJrNv4iuPgVqu28lv7rVYJLUKviRVBhGnROSGJP2tchcAt2n/CD/8ABQv/AKOg%2BDP/AIYfVv8A5qK9Glw9hZU1Jzrwb6fWKrt5X5pJ/LQzcIp2T/M7T%2Bz/AI/Rfc8T%2BE5f%2BuukXC/ymp8CfHxJ0%2B1XPhCSPePM8uC6RtuecZY84riP%2BEH/AOChf/R0HwZ/8MPq3/zUUf8ACD/8FC/%2BjoPgz/4YfVv/AJqK1WQQi7xxWI/8HN/nBi5fNnrWvprUmiXUfhySFL5oWFq9wxCK5HBJCt069D9K5H4e6bfaHaa9o%2Bu6EbCOa8cwtbyy3PmKLaMO%2B4xLu9dx5ZiwxlefJfjZqX/BR/4UeDbLxRo/xz%2BD2ty3Xi7w/oz2cPwL1hDHFqOsWeny3OV8TMcQR3TzkYAIhILICWHXf8IP/wAFC/8Ao6D4M/8Ahh9W/wDmorpxeVQxWPpYvnalBSVtHFqSad1a6eu6kr2SeiBxu7mxbxTReHZdKgW5v9D0%2B605nup9JMEsiLIfNjaMIpkVAsTk7eQzDnFV5odGgVNT8QaS7aHcnVjp1vJaMRvkkiMeExlWcCUpwMAnGM1n/wDCD/8ABQv/AKOg%2BDP/AIYfVv8A5qKP%2BEH/AOChf/R0HwZ/8MPq3/zUV4MuEIyjFe1T5Ukk4JrS9o2cm3TUXbkbeqUnJ2J5D1Tw5Hq1j4RsotQiMt9Fp8YmRnwXlCDIz9e9c/8A8Jv8WV%2B98EJD/ueIrY/zxXF/8IP/AMFC/wDo6D4M/wDhh9W/%2BaiuR%2BCepf8ABR/4r%2BDb3xRrHxz%2BD2iS2vi7xBoyWc3wL1hzJFp2sXmnxXOW8TKcTx2qTgYIAmADOAGPvV8txFSlTp0cVOkoJL3VTfNZJXlzwlrp0tu7lNPuexf8J58Ux974F3p/3desz/NxR/wsL4kL/rPgXqo/3dXsj/7Vri/%2BEH/4KF/9HQfBn/ww%2Brf/ADUUf8IP/wAFC/8Ao6D4M/8Ahh9W/wDmorl/sjM1tmNX/wAAof8AytByvv8Akdp/wsfx4Pv/AAO1v/gN/Zn/ANq0f8LM8Zj7/wAEfEH4XFof/a1cX/wg/wDwUL/6Og%2BDP/hh9W/%2BaiuR0bUv%2BCj%2BqfHjxJ8Hpvjn8HobLQvCOiazb68fgXrBS8lv7rVYJLYL/wAJMADCunROSGJIu1yq4Bc/srN%2BmYz/APBdD/5FByy7/kexf8LQ8Vj73wT8Sfg9qf8A2tR/wtPxKPvfBTxP%2BAtT/wC1q4v/AIQf/goX/wBHQfBn/wAMPq3/AM1FH/CD/wDBQv8A6Og%2BDP8A4YfVv/moo/svOf8AoYS/8FUP8gtLudp/wtXxF3%2BCvin/AL4tf/j1H/C1fEH/AERbxV/37tf/AI/XF/8ACD/8FC/%2BjoPgz/4YfVv/AJqK5H42al/wUf8AhR4NsvFGj/HP4Pa3LdeLvD%2BjPZw/AvWEMcWo6xZ6fLc5XxMxxBHdPORgAiEgsgJYH9mZ1/0MJf8AgmgFpdz2L/haviD/AKIt4q/792v/AMfo/wCFqeIz0%2BCvin8Utf8A49XF/wDCD/8ABQv/AKOg%2BDP/AIYfVv8A5qKP%2BEH/AOChf/R0HwZ/8MPq3/zUUf2ZnX/Qwl/4Jof5BaXc7T/haPic/d%2BCnib8Taj/ANrUf8LO8Wn7vwS8R/jLaD/2tXF/8IP/AMFC/wDo6D4M/wDhh9W/%2Baij/hB/%2BChf/R0HwZ/8MPq3/wA1FH9l5z/0MJ/%2BCqH%2BQWl3O0/4WV43P3Pghr343doP/a1H/CxfiC33PgbrH/AtTsx/7Vrx34J6l/wUf%2BK/g298Uax8c/g9oktr4u8QaMlnN8C9YcyRadrF5p8VzlvEynE8dqk4GCAJgAzgBj13/CD/APBQv/o6D4M/%2BGH1b/5qKP7JzZ75jU/8F0P/AJBhyy7/AJHaf8J/8TW/1fwK1L/gWt2Q/wDalH/CdfFU/d%2BBtyP9/wAQWg/kxri/%2BEH/AOChf/R0HwZ/8MPq3/zUUf8ACD/8FC/%2BjoPgz/4YfVv/AJqKP7IzPrmNX/wCh/8AKg5X3/IZ4vkml/4KBfCuW4g8qRvgt47LxFg2w/2r4QyMjg46Zr2mvmrwz4Q/ad0v/goB4C1n45fEXwh4msE%2BDvjSGzn8IfDu90VLSZ9V8Kttme41W%2BWQusZKKPLI8qQ/P/D9K17yTSSbuUFFFFMAooooAKKKKACiiigDzH4jftcfCv4WeL7rwP4m8KfE66vbNYzLP4c%2BCfinWLNt6K42Xdhps1vLwwBCSNtbKthlIHnuieOfi3Z/t06T8OPB/wAfvEHjPRdQ0TUNb8feFNY8O6db2fgzT5gP7JWKWC0hu4rmWUPGsF1LM8kUVzIVj8tc/SFeV/Dv9jH4DfCn4seIfjV4CtvF1jrvivWrrV/ESH4l69NYX17cRrFJO%2Bny3rWm4RoiJiICJYo1jCCNAADxP9rX9ov4/wDgz4s/EbxL8PfinPomhfBnw74R1STwjFpFjNF4rbUtRulvI7qWeB541NtbpFb/AGaSErOZHkMygRD7Aryzxb%2Bxb%2Bzn488XeHvHXjHwfqeo6r4astNtLS5ufF2qML6LT7g3NiNRT7Ts1YwXBaeNr0TskzvIpDuzH1OgDmfit8WvC3wZ8Nx%2BK/F%2BleJry1lvFtli8KeCtU165DsrMCbfTLa4mVMIcyFAgJUFgWUHwH9qr9pHxb4n%2BBWn/Gb9nD4k%2BPvBJ8O/EnwxYazY%2BIPhZcaS2tW19ren2U1s8ev6asphMNzJ%2B9tgrBsYlUqRX1JXn37Rn7MHwi/as8H2vgL40W3iK40qz1ODUIrbw/451fQy1xBIssLyPpl1bvL5cqJIiuWVXRHADKCADK/bXf8AaIj/AGdtSP7K/wDbP/CZHXdCEP8Awji6UdQ/s46xZjU/s39rj7F539nm82Gf5A2D1xVj9kT4l2nxO%2BDEV23izxhq%2BqaPrGoaR4ik%2BIFhp1trNrqFvcyJNbXSaZFFZ7o%2BFV7dTG8YjcPJu8xtjxB%2Bz/4C8T%2BEpfBWqa14zWzm03T7FprL4ka3a3ax2bM0LpdQ3izpMxc%2BbOsgluAFEzyhVAv/AAi%2BDvw6%2BBPgqL4ffC/QXsNNju7i7k%2B0X895cXNzPK009xPc3LyTXM0kjs7yyu7sTksaAOnryTQf2ufhl8S9bX4deEdE%2BK2l6rqYkt7HU9W%2BA/imwtbaXY2JHub7TI7WMKRkGVwhIA5yAfW6ivrOHUbKbT7h5VjniaN2gneJwGGCVdCGQ88MpBB5BBoA8V/YC8ZfFHxf8Gddt/i/8T7/AMZav4f%2BKHizQE8Rapp1la3F1a2GtXdrbmSOxgggDCKJFJSNc4yckkny79nH9ov4/wDif40eBPF3jT4pz6t4d%2BLHiLx1pcfgeTSLGK38Mro99OljJbzRQLcu3kWjx3P2iWYNNcK0YgVfLb2z4JfsZ/Az9nfQ9T8OfCpvG1taax4hTXNQTVfip4h1RpL9bprp5Q99fTMgmmdnnRSEudxWZZFJFXPAX7JH7P8A8Mvi3qXxw8F%2BCZ7XxFqbX7SSy69fT2tq19cJc3z2lnLM1tZNczxpNO1vFGZ5FDyF25oA9Irz74tftMfDn4La/b%2BG/GPhv4g3lxc2YuY5PCXwl8Ra/bhC7Jh59LsLiKN8of3bMHAKsVwyk%2Bg0UAfFviL9rb41%2BIvif4k%2BNfgf4k6zpng3wZ8cPAnw9i%2BG%2BreD47H%2B2bXXo9A%2B0ahdLfWialbXMTeIkaOMPCijTWDxP5jEdr%2B3547/AGjfhl488I/EDwb4h%2BJmkfCbQ/BnibUfijq3wu0zwzd3llcwzaQ9jNPFrcMsslslqNZZksY3nYqnyMdgr1XxH%2ByR8APFnxrtP2hNe8EzzeKLOa2nWVNevo7Ke4t0kS2uZ7BJhaXNxCsrrHPLE8sY27HXauIPin%2Bx/wDBH41aNB4b%2BJkfi7UtMijuornSh8SddgtdRhuZTJNb3sMN6sd/ASzIIblZY1jJiVRGdlAHpGlapp%2Bt6Zba1pN2lxaXkCT208ZyskbqGVh7EEH8anpkEEFrAlrawpHFGgWOONQFVQMAADoAO1PoA%2BP9V/aL%2BP8AB%2B0Tf%2BO4PinOnhPTP2hdP%2BGf/CtxpFibaexuNJtpGv2uDB9sF4Lu688YmEH2aIIYS7Gaj4zftF/H/Q/jn4y8b%2BGvinPp/hn4b/GLwB4EfwAmkWMlrr8OvTaNHd3s88kDXazINdTyBBNFHvsCHWQSNt9w1/8AY1/Z38S/GCf48ap4N1BfE1zIZ5bqz8U6lbW/2z7C2ni/FpDcLbrfLZsbdb0Ri5SIKiygKoD9e/Y8/Z68T/FrTPjfr3gy8ufEWlCyMM7%2BJNQFtdS2e/7JcXdoJxbXtxAZHMU9xHJLGSCrgqCAD02iiigDxL9rbxl8Th47%2BFPwK%2BGPxMv/AAVJ8QfFt9a6t4r0iwsrm9tbSz0i9vjFbLfQT24lklghBaSGQCJZtqhirp5rc/F39sj42f8ABP8A8AfEX4Nz69P46u/EllaeML3wDa6HHfXtha38trqN1ZprmbCIzJA0qrIcKJAFJIBr6G%2BNXwG%2BGP7QXh6x8NfE7StQmj0vVE1LSb7RtfvdKv8AT7tY5IhPbXljNDcW7mKaaJjHIpaOaRGyrspx5P2TPgtH8NrT4Q6Fa%2BJtB8PafFZRaZp/hXx/rOkGxitIBbwxW8lldxSQR%2BWMOkbKspy0gdiWoAsfssfEvRvi38CtF8ZaL4s8R61tlvNO1G98X2Fra6ql/ZXk1leW93FZxRW6Tw3VvPA4hQR7ojtLDDH0Guf%2BFvws8A/BXwFp/wAMvhj4eTS9E0xZBaWizSSsWkkaWWWSSVmkmlkld5JJZGZ5HdnZmZiT0FAFHxNpuq6z4b1DSNC8RTaRfXVjLDZ6tbwRyyWUrIVSdUlVo3ZGIYK6lSVwQRkV86/s%2B/tB/FXw3/wTt8XfHf4leKrrx14l8Cz%2BP1/tLUrK1tp9WTRNa1e2tRLHZQwwq7Q2UKMYo0BOTjJNfR2u6NaeItEvPD%2BoTXUcF9ayW88lhfy2s6o6lSY5oWSSFwCcSRsrqcFSCAa81%2BB37GXwG/Z20CXwp8MLPxYulT6hf3txpniH4k67rVvNPes73TPHqN7OriWSWWVlIKmSR5Mb2ZiAcD%2Bxx8QvjlbfGTWfgh8ZfjTcfEHd8KvCvjO21y70exs3s7nUp9Ut7q0jWyghQ2m6wjkg8wPMA8qvLLhSPpKvPPgF%2Byr8DP2YrW/tfgz4UvLD%2B0obW3uZtS8Q3%2BpzC1tUdLW0jlvp5nhtYFkkEVtGVhi8x9iLvbPodABXhFx4o%2BL3hv8A4KRaR8Pbr4xalf8AgrxX8I9e1mLwZcaVYJbaXe6fqGg20c0M8dut07Ot/dF1lmdPnXai7AT7vXlni79jb4HeN/j1bftL66fGi%2BMLLSptMs7zTvil4gs7WCzmEQmgSxt75LRUkMEDuBF80kMchy6KwAPLfjF8Tvj78LP21Itf%2BJXiz4k6L8F7uTwvpHh688Nab4Zn0N9avr2e0kt9TNxDJq8azTz6bCslvtiQy5Z4xuYfUteaeJP2R/gj4y8d6R8Q/F9j4l1W80O5sbrTrDUvH2sz6Wt1ZlWtbp9Oe7NnNcRuiSLPJC0okjSTdvVWHpdABXJ/HG0urj4X6rcQ/G67%2BHMFlB9s1HxlYxWDSabaQnzZ5M6hDPbIvlqwZ5Y3CqScAgEdZXF/tA/s%2B/Cn9qL4W33wX%2BNeiX2peHNSuLaa9sbDXr3TXleCdJ4szWU0UoUSRoxUPtbbhgRkUAfP9j%2B0d%2B0X4f8A%2BCbWofGzV9fuZfEuo68%2Bm%2BCfFPiPQIba7l0m%2B15dP0nWb2yjjiiSb7HcW928XlxK2BuihLNEnpX7InjX4l3fiv4sfBT4m/Ea%2B8ZTfDfx5baXpfivVbGzt72%2BtLrRNM1NUulsYILfzo5L2WPMUMYMSwkruLM3SxfsrfBt/h3qXwn1628S%2BIPD%2BsaPcaXqen%2BLfHusaz9ptp2LSBnvruZy%2BT8su7zEACoygADX%2BDHwL%2BGnwA8NXXhX4ZaVfQw6hqcmo6peavrt5ql9qF26IjT3N5fTTXFzJ5cUUYaWRiqRRoMKiqADrqKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA//Z\">"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# narrower valleys\n",
    "plot_gd(x_scale=0.2, lr=0.1, steps=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img 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xrJ/wAfH7dXxrP/AFz1jS0/lp9HLT/5/fhI0VCC2y%2BP/lD/AOQPQk/Z6%2BAUf%2Br%2BB3g9fp4ZtR/7TqRfgN8DU%2B78GPCY%2Bnh22/8AiK85H7FfiI/6z9uH45N/3Munj%2BVgKP8AhifVz979tb45H/ubrQfys6XLS/5%2B/hL/ADK9nJbYCP30f/kD0kfAz4Jr934PeFh9PD1t/wDEUv8AwpD4Lf8ARIfC/wD4ILb/AOIrzX/hiXUe/wC2f8cj/wBznb//ACJR/wAMSX3/AEeZ8cv/AAtIP/kWjlo/8/fwl/mPkqf9AMf/AAKl/wDIHpR%2BB/wWPB%2BEHhf/AMJ%2B2/8AiKafgV8EW%2B98HPCp%2Bvh62/8AiK83/wCGJL/t%2B2b8cv8AwtIP/kWj/hibUx939tH45D/ucbY/ztKOWl/z9/CX%2BYclT/oBj/4FS/8AkD0VvgD8CX%2B/8FfCR%2Bvhu1/%2BN1E/7Ov7Psn%2Bs%2BBXg1v97wxaH/2nXn//AAxTrY%2B5%2B218cl/7mqyP87I0f8MXeKF5i/bl%2BOKn/a8Q6aw/XT6OWl/z9/CX%2BYnSk98BH76P/wAgd1J%2BzJ%2BzbN/rf2fPA7f73hOzP/tOoJP2T/2Wpv8AXfs1eAH/AN7wbYn/ANpVxn/DHXxBj/49/wBu74yD/rrf6U/89Po/4ZK%2BMcX/AB6ft7/FIennW%2BjyfzsafLT/AOf34SIeHpvfLo/%2BUH/7adVL%2Bxz%2ByRN9/wDZg%2BHw/wB3wdZL/KKqs37EH7Hs/wB/9mXwQM/3PDluv8lFc/8A8Mu/tFQ/8ef/AAUC8er6ed4c0ST%2BdnR/wzl%2B1pFxbf8ABQrxJjsLj4f6E/8AK2Bo5V/z%2B/8ASzN4PBv4ssj/AOA4f/JE3iiwstK/b8%2BFGl6bapBbW3wT8dRW8Ma4WNF1XweFUDsAABXtleJeJLa9s/29/hNaajqLXlxF8EvHKT3bRKhncar4PDOVXhcnJwOBnivba5HufRRsoqysFFFFAwooooAKKKKACiqPibQoPFPhvUPDNzqF9aR6jYy2sl3pl69tcwrIhQvFNGQ8UgByrqQykAggivAv2Cz4t1X9iK/0Sbx5rmp6hY%2BL/Huj6XrnibxHdX96kNp4n1e0tPNvbmSSeQxQwwoJHdmCxjnigD6Lr55/bv8AAA%2BJ3j39nrwa3jPxBoAufjTdMdU8MambO9j2%2BDfE7YSUAlQ2NpwOQSOKwP8Agm%2BPHHwtuNe/ZN%2BOFrrE/wAR/Bvg/wANap4q164%2BMes%2BM7LWFvUvbdLqGbVgktjK8%2Bm3byWqxIgDxMrSA5WP9uz4%2B6h8K/2g/gGNc%2BAXj/UNE0/4r3M6eJfD2m2mow3k0ng/xJGLSG0t7l79pRvLFjarEFjY%2BZ0Bumpua5d%2BhnWVN0pKp8Ntd9vlr9x23/Dv/wCEV/x4v%2BJfxV8QA/eGsfFXV2B/COdB%2BVKv/BNn9ilyG1L4Jx6kfXWde1C%2Bz9ftFw%2Baq/8ADdGt6j8nhX9h/wCOuoM33GuPB1vYJ%2BJvLqIj/vmj/hpf9sPVPn8Nf8E6teSM/ck1/wCImjWf5rFLMw/KvQ5cyW87f9vRX/tx431XIX/y5Uv%2B3JS/NM6XR/2Ev2L9CA%2Bwfsr%2BASV6Nc%2BFracj8ZEY16T4Z8L%2BGfBeh2/hjwd4dsNJ021BFrp%2BmWiQQQgsWISNAFXLEk4HUk968S/4WR/wUd17jSP2WvhpoOeh134oXN1j6i207%2BVH2f8A4Kg6j8r6r8BtIB6lLHWtQK/TMluD%2BVZTo1p/xKsfnO/%2BZ1UXg8PrQw7j/hpqP/yJ3Nv%2Bz3BafFTWvixafFnxdHda6I1u9OW4szbRxxxGOOKMm281I1LPIFEmPMdmOc4rQ1b4HeE/EPiyw8W%2BJdZ13Um02W2ntdMvNalaxFxBgxXBtwRG0quBIGI4cBhggV5t/wAKj/4KHax8%2Bqftl%2BCNIz1j0X4SmbH0a41A/qDR/wAMy/te6l8viD/gov4lCH7yaL8PtEtPyZ4JWH503BbuvHtopP8AKKJUKdmlh5Wbvq1ve99Zvrr%2Bh6VonwB%2BEfh7XNT8Q6Z4QXz9Xt7iC8huL2ee3EVxIJbiOKCR2igWWQCSQRIgkf5myea0vh38L/Afwn0WTw98PvDsenWks5mmRZXkaSQqq7meRmZjtVQMngKAOBXkY/Yi8Z3/AM/iT9vP443TH7y2ev6dZIfwgsVI/wC%2BqP8Ah314Iu%2BPEX7Rvxw1VT96O8%2BLmpIh/wCAwug/IUnGg1aVdv8A7dl%2BrRcIzhJShhkmr/ait99k9%2Bp73TZJY4UMs0iooHLMcAV4N/w7R/ZKufm17w94t1Z%2B76r8TNdmz9QbzafypY/%2BCYX7BauJbr9m3Rrxh0bUrq5uj/5GlbNRyYJfbl/4Cv1kbc%2BPf/LuP/gT/SJ6/qXxL%2BHOi5/tjx/olpjr9p1WGPH/AH0wrA1H9qH9mfR8/wBr/tE%2BBbXHX7T4uskx/wB9SiuZ03/gn1%2Bw1pOPsv7I/wAPHx0%2B0%2BFLWb/0YjVv6d%2ByV%2Byro%2BP7J/Zm%2BH1rjp9m8GWKY/75iFFsAus38or9WF8wfSC%2Bc3%2BiMnUP28P2JdLyLv8Aa5%2BG2R1WLxrYyEfgkpNYl9/wUv8A2B9POJ/2rfB7n/p31Lzf/QAa9O0/4N/CHSMf2V8K/Ddrjp9n0O3TH5IK27HRdH0wY03Sba3A6CCBU/kKL4FfZm/nFfow5cwf2oL5Sf6o8N/4ee/sLP8A8enx6t7r0%2Bw6FqE%2Bfp5du2aP%2BHmX7H0vFh4y8TXh7Cz%2BGmvy5/FbHH6173RRz4L%2BSX/gS/8AkQ5Mf/z8j/4C/wD5I8EP/BRv4CTHGleDvihfZ6fZPhJrZz/31aij/h4L4Gm50/8AZy%2BOd2Oxt/g7quPzaIV6/YfEz4car46vvhfpfj/RbnxLpdqlzqXh6DVInvbSF9uySWANvjRty4ZgAdwx1FZ1/wDHn4N6Z8S4/g3ffEjSY/FUqROmgfagbrbIGMZKDkBgjYJxnafSrXsG7KjLa/xPbv8ADt57eYvZ4vrWX/gC/WR5j/w3vp7/APHt%2ByH8e5fT/i11xH/6MdaP%2BG7b5/8Aj3/Yk%2BPcnp/xQsCf%2Bh3S16RpP7Q3wS1zX9d8L6X8StLlvvDMEk2uQ%2BcVFrHGQsjliArKjEKxUkKx2tg8Vd%2BFvxh%2BHPxo0KXxH8NvEY1G1guPIuC9pLbyRSbVYBo5kR1yrKwJUBgwIyKcvZRjd0GlpvKXXbp1BU8U/wDl9/5LH/M8q/4bj8UPxb/sFfHp/dvDOmIP/HtRFH/DanxJk/49v%2BCf3xrPp5thpCfz1Gve6Kz9thv%2BfP8A5NIfsMV/z%2Bf/AIDE8E/4bF%2BM0n%2Bo/wCCe3xcP/XSXRV/nf0f8Nd/Htv9V/wTw%2BKB/wB/VNEX/wBvq97oo9vh/wDnyv8AwKX%2BYfV8T/z%2Bf/gMP8jwT/hrX9ohuU/4J2fEn/gWu6EP/b6j/hrH9o7t/wAE6/iL/wCFFoX/AMm173RR7fD/APPlffL/ADD6vif%2Bfz/8Bh/keCf8NZftGj73/BOv4jfh4g0I/wDt9R/w1v8AtBr/AKz/AIJ3fEwf7utaGf8A2%2Br3uij2%2BH/58r75f5h9XxP/AD%2Bf/gMP8jgPgh8YfH3xVl1KPxt%2Bzp4q8BCxWE2zeJLmxkF7v37hH9lnlxs2jO7b99cZ5xg/tdRW9x4Tt9M0DxD4li8a6lFc2fgPS/DfiS6sWn1B0BW4mSCRVkggwssjTB4kQMCrM6o/rtcz4%2B%2BCvwc%2BK11aX3xQ%2BFHhvxHPYRvHYz67odvdvbo5UusbSoxQMVUkDGdoz0FRTq044hT5bLstfz6d/K5dSjVlh3T5rt9Xp/6T17edmziPjRD4g1/xp8PfhDrnjfVdKsNag1GbWtS8P6nLp893c2ttGY4UmiZXjVvMlmKqRkW%2BD8oYHxbQfjB8WvGnw7svizrXxI1a11bw34P8F3un2FncmC21ibUbkrNLPAuFnFzzAisCEZCUAfJr1T9mnxD8F/23/wBmDSviHr3wF0Wz0XWtVu5/%2BEcv4IbuJLi3uJbXzyfLVS7CMnO0EBsZNem6z8HPhT4h8S6P4y1v4eaRdapoCKmi30tihkslU5URnHyhTyo/hPIwa7ZTWCqOhWh70G09tGnr332euiWhwwg8dTjiKM7wmk18Wqa0fTbdaat6njPwv8b%2BPLv4seHvGF/4%2B1S8Pi7xp4q0XUvDVxchrSxtNOuLtIHhix%2B6eL7JFG7j77XBLdVr0/43/H3TPgZHpkup/C/x54kXU2mC/wDCEeD7nVjbeXsyZhApMQbf8ufvbWx901saL8H/AIYeHPHl/wDE/QvA%2Bn2viDVIyl/qsMAEsynaWye24ohJGCxUZziukrkq1qM6qly6Jbbfl2%2B99TspUa1OlKPNZt77/g31%2B5dDxHxFqKav%2B3t8JtWitbiBbr4I%2BOZlhu4THLGG1Twe210blWGcFTyDkV7dXjPjj/lIX8L/APsjPjz/ANO3hCvZq5Xuda2CiiigAooooAKKKKAKuu6FonijRLzwz4m0a11HTdRtZLXUNPv7dZoLqCRSkkUkbgq6MpKlSCCCQRg1wfw5/Y8/ZH%2BD2nTaR8I/2Wvhz4WtLh52uLXw54IsLGOVpo/KmLLDCoYyR/I5P3l%2BU5HFejUUAcr8JvgT8EPgHotx4b%2BBXwb8KeCtOu7n7Rd2HhLw9babDNNtC%2BY6W6IrNtAG4jOAB2rg/wBqD/kt/wCzj/2Wa%2B/9QrxRXs1fOn7fniH4m%2BFvGn7Pms/B/wCG9p4s1%2BP403S2eh32vrpkUwbwb4mDs1wYpdgVSzY2EttwMZzVRi5yUV176fiJuyufRdFfPH/CQf8ABVTxF%2B90/wCGnwK8Lxt0TVPFGr6pKn1ENrAp/BxR/wAKo/4KY%2BJ/n1/9sP4b%2BGc/ei8L/Caa6x7B7zUDj6lT9K6/qaXxVYL/ALeb/KLI9p2i/u/4J9D0V88f8Mg/tS6/8vj3/gpX8Q5UP3o/DPhXQtKwPZhZysPxJo/4d26PqHHi39sT9oHWlP347j4qT2iP9VskgGPbFH1fCL4q6%2BUZP87Bz1OkfxR9D1l6/wCN/BfhVS/ijxfpemgDJN/qEcOP%2B%2B2FeGf8Osv2L735/FPgfxJ4hkP35PEXxG1y93/VZLwp/wCO1qaD/wAEy/8Agn34cYPYfsfeApiDnOo%2BH4rwk%2B/nh8/jRyZct5yfpFL85ML1ey%2B//gHUa/8Atn/sfeFNw8TftV/DewK9Uu/G9hG35GXJrjtV/wCCpP8AwT10ib7NL%2B1p4QuZM8Jpl814T9BAr5/CvQNA/ZZ/Zj8Kbf8AhFv2cvAem7fu/wBn%2BELKHH02RCuy0rQ9E0KH7Nomj2tnHj/V2tusa/koFF8uX2Zv5xX5Jh%2B%2B7r8TwI/8FTv2L7r5PD3jXxRrUh%2B7Honw01663fRksiv60f8ADx7wDe8%2BGf2Z/jzrCn7stj8G9URD/wACmjjH5mvoeij2uAW1Jv1n/lFBy1f5vw/4J88f8N7eL775PD//AAT6%2BP8AdMfutc%2BF9Os0/Ez36EflQf2tf2tdS%2Bbw1/wTM8eSKejat428PWX5g3jH9DX0PRR9Ywq2oL5ym/1Qck/5vwR88/8ADQ//AAUDu/8AkH/8E5LCDPT%2B1fjRYR4%2Bvk201H/Czv8Agpzqn/Hj%2ByZ8K9Kz0/tP4sXU%2BPr5OmV9DUUfW6S2ow/8mf5zDkl/M/w/yPnn%2B0v%2BCrt4NyeDf2e7AHoJPEeuXJH1xaRj9a9L%2BBSftMrpF%2Bf2mbjwI9%2Bblf7MHgSG9SFYdvzCU3bFi27oVwMdq7uis6mJ9pDl9nFeis/v5mNQs73f9fI8I8XeK7HQP26tH1BfA3i2W2h%2BHWqWOoatp3gXU57L7XLdadcQobqO3MLMYoJuQ5AKbCQxVTn/ABBsfE2nftHWXjH4Kp8RE1zxDqGgx%2BIrK50Er4dl0mOT/SZJZpIR5VwlrLcFVEobzVjUoelfQ9FXHFqLTUdo8u%2B%2B%2B%2Bnnt5LUThfr1ufF2tfs8fGP4h%2BAb/4C6f8AD2%2B0m/8AD/hrxvZSeINQVY7DVpNTnlaySGVWJkWbzUnlOB5bRbWy2CPdv2f9P8Y%2BI/ip45%2BNviT4f6t4VtfEVrpFjY6Lrnki7ZrOO4Mty6wySIoY3Kxr8xJFvkgAgV63RVVsfUrU3FxSv6%2BTf3tfLoKNJRd7nmfx1%2BDXxs%2BJ2sWN78L/ANrHxB8PLS2tmju7HRfDul3gu3LZEjPeQSMhA4wpA9s1wv8Awx7%2B03N/x9/8FLviY3r5Phvw/H/Kwr6GorOnjK9KCjG1l/di/wAXFsp04t3f5v8AzPnn/hiv47y83P8AwUk%2BMB/65WmhJ/LT6P8Ahh74uP8A67/go58bj/uT6Iv/ALja%2BhqKv%2B0MV3X/AIDD/wCQF7KH9N/5nzz/AMMLfExv9Z/wUY%2BO5/3dT0Yf%2B42j/hhP4h9/%2BCivx8/DWNG/%2BVlfQ1FH9oYv%2BZf%2BAw/%2BQD2VPt%2BL/wAz55/4YU%2BIw%2B7/AMFFvj1%2BOr6Mf/cZR/wwz8Ul/wBV/wAFGvjoP9%2B%2B0Vv/AHG19DUUf2hi/wCZf%2BAw/wDkA9lT7fi/8z55/wCGI/jOn%2Bo/4KP/ABoHp5n9iP8A%2B46kb9jX9oW3Uvbf8FKPiuoAz%2B%2B0nQZP56fX0PVbWZvs%2BkXc%2BfuW0jfkpNNY/FN2uv8AwGH/AMgJ06aV/wBX/mfBP/BMr9nX9ojxv%2BxH4L8Y%2BAv25/F/g3T75tSeDw7p3hfRru3tSupXSMVe5tXkbeymQ7mOC5AwAAPef%2BGXP22YuLf/AIKc%2BJ2HYXPww8Ov/wCg2qmqX/BIWHyP%2BCdPw3THW31Jvz1O7P8AWvpOvTzzHV451iUuWyqT%2BxB/afeJ5PD9KP8AYOF3/hw6v%2BVeZ88/8M2/t5xf6j/gpRO//X18INIb/wBAZKP%2BFA/8FEIebb/gohoEmO138ELZs/8Afu/SvoaivL%2Bv1/5Y/wDgEP8AI9f2Ue7%2B9niHiCDU7X9vT4S22tagl3eR/BDxyt3dRQeUs0o1TweGcJk7ATk7cnGcZNe314z44/5SF/C//sjPjz/07eEK9mrierNAooooAKKKKACiiigAoqj4mTxJL4b1CPwbc2MGsNYyjSptTgeW2judh8ppURkZ4w%2B0sqspIyAwPNeHfAf9qvxzdfsM%2BIv2nPj5a6Pe6x4Lm8Zrr6%2BE9OmsrS9TQtW1Oz3wQzz3DwmWKwVtrSyYZzzjAoA9/rxn9qD/AJLf%2Bzj/ANlmvv8A1CvFFZH7J3x7%2BP8A4u%2BJer/Bn9pKLwjNrcXw/wDD/jHTr3wZplzaW0Vvqcl/DJp8iXFzcNLJby2J/wBJDRrMs6kQxFCDxv7fn7YP7MnwM%2BO/wG0r4l/GfRbTVdF%2BK9xfap4dspmvtWgtZfCHiSGOc6faiS6MbSTRIHEZXMi881UISnJRirtjSbdkfV9FfNP/AA838Fa983wo/ZM%2BP/jSJv8AU3mkfCe7s7eT0xNqRtUx%2BNKf2rP29vE53fD7/gmHqlpBJ/qbrx38VNI03A9Witftkg%2BhArr/ALPxa%2BJKPrKK/OV/wL9nPr%2Ba/wAz6Vor5q%2B2f8Fe/FPz2%2Bifs8eDYZOi3V7reuzxD3CJZoT9CRXuPwi0r4q6L8O9O0342%2BMNI17xRGJTqmq6Do72FpMTK7II4HllZAsZRDl23FS3G7AyrYf2MbucX5J3f5JfiS48q3RU%2BE3xz%2BHfxrOup4Cu9SaTw5rB0zVoNV0K70%2BWKfyY5lIjuoo3eNo5Y2WRQUYNlSa8/uf28PhhZjW7y/8AB3iS207T9I1nUNC1eeG2Nv4kTS3Ed4lmI53kDB3jCCdIvN3gx71BIpfDq1%2BPXhz9qT4p%2BJY/2e9Rh8N%2BJJtLk0nV9Q8SaciXU9pAbWWQRQzSyojxrCyF1ViEIZUOAectf2HfHmr6vZ/DnxdrWiL4A8O/2%2BfD99Y3czapcR6nFtW3mgaERRCCRnkWVZn8wxxAxoAxPXGhgozftHpZNa3eybWm7vpZ20fdFqNNPU2rn9s74gXFtF4Ch%2BDVjpPxEvPFNjo9nouq%2BIjLpqx3VjJfRXjXcMO9ovKhljIWLcJwE5UiQ%2BpfAL4syfGf4a23i%2B/0P%2By9ThurjT9c0sTeatpf20rQ3ESvgb0EiNtbAypBwM4ryTRf2JviPqtld%2BJfiR8a7GTxpb3GjSeGte0Xw8Y4LFtLSRYZJoJJmM7Tea3nqHRSMKmzGT698DfhLD8GPAMfhF9ek1e%2Bmvrm/wBX1ea3ETX15cStLLL5akiMZbAUE4VVGTjJjFfUlStStzX6X%2Be/Tt1vcJ%2Bztoed/FX/AIKV/sQ/BXx/qPwr%2BInx3tbbxJpEqx6nollo99fXNu7IrqrJawSEEqykexFc/wD8PVP2btV/5J/8PvjF4sz9z/hHfgn4gk3/AE8y0SvpMKq52qBk5OBS1nGpgYxV6cm/8dl%2BEf1JTp22/H/gHzV/w8Z1vUPl8L/8E8v2kNRY/cabwBa2Cn6m9vYSB%2BFL/wANjftlax8/g/8A4JX%2BP3jPR9f8e%2BHdPx9V%2B2SMPwBr6Uop/WMItqC%2Bcpv/ACHzQ/l/FnzX/wANCf8ABTHVPk0r/gnF4X0/PSXW/jpb/L9Ut9Pl/RqB4u/4K56x89j8D/2f9FU/w6n8QtZumX8IdNUH8xX0pRR9cprajD7pP85hzr%2BVf18z5r%2Bx/wDBYO%2B4PiH9mzTAfTR/EF6R/wCTEGaP%2BFX/APBVzV/%2BQj%2B1z8HdIz1/sr4RXtxt%2Bnn6qM19KUUfXpLanBf9uL9Ww9o%2By%2B4%2Ba/8AhnD/AIKT3fN//wAFMNEgz1GmfAiyTH0M19LQP2T/ANvS641H/gqp4kQH7w074TeHIvyMlvIR%2BdfSlFH1%2Bv0Uf/AIf/Ih7SXl9yPmv/hiL9py9/5Df/BUj4uSZ%2B99g0Hw7bflt044o/4d7/ES6%2BbVv%2BCl37RUh7i18QaNbg/gml/1r6Uoo/tDF9Gl/wBuw/8AkA9pP%2Bkv8j5r/wCHcV/J/wAfn/BQb9pSb1/4uNBH/wCirNaP%2BHamkyf8fX7cH7Skvr/xeO6j/wDRaLX0pRR/aON/n/CP/wAgHtanf8v8j5r/AOHZXgp/%2BPr9r79pGYdw/wAd9YAP4LKKP%2BHX/wAJ3/4%2Bf2j/ANoGb1834664c/lcV9KUUf2jjv8An4/uX/yIe1qd/wCvuPmv/h1t8D2/1vxu%2BOkn%2B/8AHLXv/kmj/h1p8Be/xg%2BNx9z8cdf/APkqvpSij%2B0sf/z8f4f/ACIe1qdz5r/4dafAj%2BD4yfHBfp8cdf8A/kqj/h1z8GV/1Hx7%2BPMXvH8c9dH/ALc19KUUf2jj/wDn4/w/%2BRD2tTufNf8Aw7D%2BGyf8en7Uf7REH/XH4762P5zmqHin/gm34Y0nwxqWo237ZP7SA%2Bz2E0gSX43anKjbUJwRIzZHHIr6jrxj4zftKafoXxpuv2W38MStcan8LNT8RrrIuwFiETGEQ%2BVtyc/O27cMbQMHJI6cLiczxNXlhJu2r%2BHZWu/h6XOXF42OGo81SVr%2B6vVp2W3Wx81f8E8v2F1%2BJn7Gngbx9F%2B158c/DLanY3Eh0fwp8QTa6fbYu5lxDA0LiMHG4juzMe9e0f8ADujxFF/x5f8ABRn9pSH0/wCK40%2BX/wBG6c1av/BLOHyP%2BCf/AMMkx10ORvzuZj/Wvf66c5zDFrN8QlLT2k%2Bkf5n3izjyKc45HhVf/l3Dt/LHyPmv/hgn40Wf/IG/4KdfHiPH3ft02hXP57tMGaP%2BGN/2yLH/AJAf/BVT4iR46f2h4D8NXX57rAZr6Uorzf7QxXVp/wDbsP8A5A9b2k/6S/yPD9es9Q0/9vL4SWGras%2BoXUHwP8cR3N/JCsbXMi6p4PDSFEAVSxBbCgAZwOK9wrxnxx/ykL%2BF/wD2Rnx5/wCnbwhXs1cTd2ZhRRRQAUUUUAFFFFAFXXdPu9X0S80rT9dutLnurWSKDU7BImntHZSBNGJo5Iy6EhgJEdMgblYZB8d%2BAn7E%2Bm/A/wCGeo/BzVv2gfHfjvwzrGpa3earpPjO20PZd/2tPcXN7E7WGmWreW091cSgAggyFc%2BWFQe2UUAeT/s2fsjeFv2bb/UtetviZ4v8Y6vqGiaZoaaz40u7SW5tNI077R9isIza20CmOJrq5fzJFeeRpmaWWQhcUf2oP%2BS3/s4/9lmvv/UK8UV7NXjP7UH/ACW/9nH/ALLNff8AqFeKKAPZqKKKACiiigAoooJAGScAdTQAUV5d8UP23/2Mvgo0kXxe/aw%2BHHhqaLO%2B21rxrY282R2Ebyh2PsATXk8v/BaP/gnvqcjWfwx%2BKHiH4g3gYrHafDn4da3rhkI7LJa2jxfm4rohg8XUV405Nd7O332S/E6IYXFVFeMG16O336L8T6por5U/4eV/FPxaPs/wZ/4JcftGa5M3%2Bqm8ReHNN8N27emW1O%2BikX8YxR/w0J/wVr8Z/uPCH/BOPwD4RDfcu/H3xzSYr/vQ6Zp8/wCkhq/qNdfFZesor9WyvqdZfFZesor9WfVdFfKn/CPf8Fr/ABX%2B51H4nfsz%2BDIn%2B8%2Bk%2BFte1yeP6NPdWiN%2BKUv/AAyL/wAFL/EAx4x/4K23Fij/AOsh8FfA7RbLA9Fe9e8YfXrR9Vpr4qsV97/KIfVoL4qsfxf5RPqqivlT/h2P421z998Qv%2BCn/wC05q0rf61NN8b2Gjwn/dXT7CJl/B6X/hzn%2ByPrPzfE3xh8ZfGzn7z%2BLPjx4mn3n1IjvowfyxR7HBrerf0g/wBWg9lhFvV%2B6L/Vo%2BqiQoLMcADk18//ALPX7aHir4w/EHS9D8X/AAotNA0LxlZajd/D/U4Nda6uLyOyuWhljvITAi20rKpmVY3mXZwXDfLXtPgLwL4X%2BGPgXR/ht4J057TRtA0uDTtKtJLqScw20MaxxoZJWZ3wigbnZmOMkk814p8Mv2I/Enwy8d2viGw%2BN4udI8NnU18AaRL4ZXzNHj1G/W7u1nmM5F2QnmW0LBIvKilO4SuN5ml9X5Jqe/Tfz7ddt%2BlyaXsOWal8t/Pt8vlc5HwZ%2B3l4%2B/4SP4oQ/Em98K2cvgyHW5PD/guPw3qtpqOoRWOSkwvblhb3KsoDOLZH2KdxPBFYl/8Atg/tWWFtafCHxZq3g618W%2BKdQ8KnRPFWhaDMlrptlrDskm60uLmXzpbeRRGrGVVm3hikeNle261%2BygfiB8XIfiT8Z/ixqvivTdJfUT4Y8J3OmWdtZ6X9ttZLObLwRLNcH7NNNEPNdhiQtjcAwxPDn/BPT4RaN4L1Xwfrfjvxpr019baPbaZrur6tCNQ0ODSXaTS0s5beCIK1tIxkWWRZJpGwZpJcCutVcAtXHt0/Lb1d99jqVXBLVrt0/wCG9XffY6j9kz4reM/if8P9UsfiRLaz%2BIvCfii98Pa1qFjb%2BTDfzWxUrcpHk%2BWHjkjYpkgNuAOMV5345/4Ko/s9eB/G2sfD5fhZ8atb1LQtVuNOvv8AhHPgf4gvYGnhlaN/KmS08uZNynbIjMjDBUkEGvbPg58IfCnwP8DQ%2BA/CEt9PCt1cXd3qGq3ZuLu/up5WlmuJ5SMySO7sSx9gAAAB1NcnPhvbSbhddNeX9H93Q5efD%2B1k3G66a2/R/d0PlX/h694QuOdJ/YW/anvB/CyfAHVYQ30M6xil/wCHo2oy/wDHh/wTU/apuPT/AItdbw5/7/XyV9U0VXtsJ/z5/wDJ5f5Fe1wv/Pr/AMml/kfK3/DzP4hznGn/APBKn9qSQ9jN4T0OEf8Aj%2BsA/pR/w8Z%2BPM5/0H/gkv8AtEsD08%2BHw7F/PVq%2BqaKPb4X/AJ8r/wACkHtsN/z6X/gUj5V/4eEftPSc2/8AwSN%2BOp/66ap4aT/3KUv/AA3/APtXHlf%2BCRHxsx76/wCGB/7lK%2BqaKPb4b/nyv/Apf5h7fD/8%2Bl/4FL/M%2BVv%2BHgX7VKf63/gkT8bh/ua54Zb/ANylJ/w8O/aRi5uv%2BCSHx8Hr5V34bf8AlqtfVVFHt8N/z5X/AIFL/MPb4f8A59L/AMCl/mfKv/DyT4x2/wDyEP8Agk7%2B0qvr9m0rw/N/LVxXzJ8df23df139uKH4l6h%2Bxb8bNDnj%2BCWp6P8A8Ipq/huw/tUrLLcN/aAihvpI/sadGk8zcDG/yHAJ/UWvgX9sXU/s/wDwVJIDY8v9mTWV/ELqj/0r6DhyeHq4yolSt%2B7n9qX9zufM8V4ihHAUmqdv3tP7Uv8Ap4RfsO/8FDbT4Rfsl%2BBfh5e/sSftFa2ulaIIv7d8LfCqXUdOvfndvMglilJkQ567R0PFeq/8PbPhPaf8jD%2ByX%2B0zpIHV9Q/Z517aPxjgYH8K7/8A4Jww%2BR%2Bwp8LEx18H2rfmCf617XXn5rWwjzSvel9uf2n/ADS8j08lqYWOTYZOn/y7h9p/yR8j5V/4fL/sQ2X/ACNEvxR0M9/7X%2BBXiqPH1K6cwFL/AMPs/wDgmFD/AMhT9p%2BLTPX%2B2vCOsWOPr9os0x%2BNfVNFef7TAv8A5dy/8CX6xPT58E/sS/8AAv8AOJ4drWu6R4o/bu%2BEXiXQL5Lqw1H4HeOLqyuY87ZoZNU8HujjPYqQfxr3GvGfHH/KQr4X/wDZGfHn/p28IV7NXI7XOUKKKKACiiigAooooAKKjurq1sbWS%2BvbhIYYYy80srhVRQMliTwABzmvIf2Z/wBtPwD%2B09qj6RoHw/8AFvhqW58M2Xibw6fFllaw/wBv6FdvIlvqVqILiYrGxj%2BaKcQ3EYki8yFPMTIB7FXjP7UH/Jb/ANnH/ss19/6hXiitP9mf9qE/tPaZd%2BKNB%2BBHjXw54ejubqDTPEXiaXSBb6s1vdy2snkR2eoXFwg3wuR58UWVwepxXnf/AAUZ0j46a94h%2BAGj/s4%2BNPDvh3xZcfGq4Sx1vxRo0uoWlnGfB3ibzpPs8UsRlkEW/YC6rv2lsgEGox5pJXt6jiuaSV7H0vXkfx5/b2/Yu/Zhkez%2BPX7T/gvw1fIcDSL3XYm1Bz6JaRlp3PsqHqK8rX/glzqXxV/0v9tT9uD4wfFVpv8Aj88P2XiH/hFfD8o7L9g0fyWZfaWaQnuTyT678Bf2Hv2Pf2X0Q/s/fs0eC/ClwgwdS0nw/Cl7J7yXJUzSH3Zya6uTBU/im5f4VZffLX/yU6eTBw%2BKTl6Ky%2B%2BWv4Hkn/D1TTPiEPK/ZU/Ym%2BO/xRE3FjrFp4DbQNInPY/bdbe0Xb7qrfSl/wCFgf8ABZP4r/P4S/Z3%2BCfwhs2%2BUyeOvGl74m1BQf4hb6bDbwZHobggHuwr6too%2BsUIfw6S/wC3m5fql%2BAe3ox%2BCkvm3L/JfgfKY/Yk/bw%2BIfyfHb/gq94vt7STmXTPhN8PtI8Oqn%2BytxcJe3GO2d49cA0o/wCCNv7G/iY/aPjzqHxM%2BLFx3m%2BJ3xY1rU4z7G3FyluR7eVgdgK%2Bq6KX1/FL4Zcv%2BFKP5JP8Q%2Bu4lfDLl9El%2BSv%2BJ5L8L/2Cf2IPgqsZ%2BE/7Ifw18PyxY23WmeCrKOckd2lEW9j7lia9YiiigiWGCNURFAREXAUDsB2p1Fc86lSq7zk2/Nt/m2YTqVKjvNtvzbf5thRRRUEBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHnP7YWs33h39kr4o69pd7LbXVn8O9amtbiCQo8Uq2MxRlYcqwYAgjkGvzTtPF2oa1%2B0B8PNZ1bUZrq5b9ja5W4ubiUvJI66NqLFmY8kkjJJr7m/4KLfHz4e%2BFPgb48%2BA2pajOniTxF8Kdev8ATbdbZjG0EUBjfc/RSd5wO%2B1vbP5w%2BGdc8z4w%2BCZN/wDqv2UNWh/748Paq39K/SeEcJNZZUnONruVnbdezitPK6f3H5hxljIPNaVOEr8qjdX2aqSevnZr5M/Uj/gnxD5H7D3wpTHXwNp7fnCp/rXsVeT/ALB8PkfsU/CdMdfh5pDfnaRn%2BtesV8JmbvmVd/35/wDpcj9AytWyugv7kP8A0iIUUUVwneeM%2BOP%2BUhfwv/7Iz48/9O3hCvZq8Z8cf8pC/hf/ANkZ8ef%2BnbwhXs1ABRRRQAUUUUAFFFFAFHxR4esPFvhrUfCmqlxa6nYzWlyYmw3lyIUbB7HDGvmz9kz9mH9p/wCEnjTwz4p%2BMKeBbw%2BC/hppnw80d/D/AIgvCb7T4HMlzq8yS2KiK4lMFkFsVZ0jxMTdvlVH1DRQB80/s0/sk%2BNfhh%2B07qPxxPwY%2BGHwt0W48LX%2Bmaj4c%2BFurz3SeK7%2B4vra5j1bUQ2n2MaXECwTohCzyN/aM%2B6bCqDf/aY%2BGPhu2/a6/Z5%2BLEepeITqlx8VL2xktZPF2ovpgiHgvxMdy6c05s0lyo/fLCJcEjfhmB%2Bh68Z/ag/5Lf8As4/9lmvv/UK8UUAezUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFfPv/BQD9unwv%2Bxp8N/t%2Bm6voN34wuZrSTTfDeqXRElxZtdJHPMERgxCoZMHONyk4YKwrpweDxGPxMcPQjzSk7Jf59l3eyOXG43DZdhZYjES5YRV2/8ALu%2By3Z8X/wDBSz9on4c/GT4923iT4X%2BI/wC0dNHwZ8Taa8/kSRYnSW7ikXbIoON0PBxgjBFfOvg3XPM%2BKPhuYv8A6r9nHxFb9e48NawAPzxXmEvxEOq6vBN5/wAo8N61A/PRp2vpMfj5i/nW94F1zd450yfd/qvhBr1t%2Beiamn/s1f0Dhcphl2Ajh47Ri1rvsfzpi84nmWYSxErXlJPTbfp9x%2B3/AOxPF5P7GvwljI5Hw00LP1/s%2BA16dXnX7IMP2f8AZM%2BF0GPufDrRF/KwhFei1%2BAY93x9Z/35/wDpUj%2BicvVsvor%2B5D/0iIUUUVyHYeM%2BOP8AlIX8L/8AsjPjz/07eEK9mrxnxx/ykL%2BF/wD2Rnx5/wCnbwhXs1ABRRRQAUUUUAFFFFABRRXMfDn42/Bj4w3Gr2nwj%2BLvhjxTL4fvzY6/F4c1%2B2vm026BIMFwIXYwyAq3yPhuDxxQB09eM/tQf8lv/Zx/7LNff%2BoV4orv/BPxt%2BDHxK8Ua94H%2BHPxd8Ma/rXha5Ft4n0fRNftru60iYllEd1FE7PbuSjjbIFOUYdjXAftQf8AJb/2cf8Ass19/wCoV4ooA9mooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigD4H/4K8f8ABXj4k/sAfEnwz8Hvg98NNE1XVtV0RdZ1HUfEsc8lsls080CRRJBLGxk3QSEsWwoK/Kc8fUv7E/7S0H7YP7LfhD9o2DwzJozeJLGV7jTHk3%2BRNDcS28oVsDchkhcqSMlSpNH7S37E/wCy3%2B2DBpkH7RvwgsfEjaNIzaZcSXVxbTQbsblEtvJG5QkAlCxUkZxXoHg3wb4U%2BHfhTT/A3gbw9aaTo%2Bk2iW2m6bYwiOG3hQYVFUdABXi4XC5xTzitWrVlKhJLkhbWL08vXq736WP03Ps%2B8OcX4c5bluW5bOlmtKcniMQ5XjVi%2BayS5ne94NJwh7PkaTnz6adFFFe0fmQUUUUAFFFFAHyH/wAFG/8Agod8d/2RL%2BTw/wDCb9lvU9dtk0qK6ufHeqWdy2j2cju48o%2BSgDsFXJzNGQWHBFfjz8ZvjZ8UP2gvH958Tvi/4wuta1m9OHublgFiTJIijQYWKNSxwigKMnjk1/SBNDDcQvb3ESyRupV0dchgeCCD1FfmR/wVV/4JQeHNE07Uf2kv2aPCxsbeCG61Dxho0FxBDY6fbW9rJK9xBEdrZdowCiEgM%2BQoBJH6fwNn2SYOtHDVKCp1Jae0u3zPs7/Dfpy6N2W9j8q4%2B4ez3G0ZYqlXdSlHX2dkuVd1b4ra35veSu9kz8zUd4zuRiDgjI9CMGu6%2BHF4XFzq7dbTw9qFiT6ebpmojH5CsCHwZeRsjXCnm609MY7XULSp/wCOrXSafa/2L4N8U3uMeX4jW0z/AL1lqS4/Wv1rEThOFl1t%2BLsfjmHhOE%2BZ9L/gmz98f2XIfs/7M3w6t8Y8vwJpC4%2BllEK7uuO/Z3h%2Bz/s/%2BBYMY2eDtMX8rSIV2Nfy9i3fF1H/AHpf%2BlSP6wwatg6S/ux/9JiFFFFc50HjPjj/AJSF/C//ALIz48/9O3hCvZq8Z8cf8pC/hf8A9kZ8ef8Ap28IV7NQAUUUUAFFFFABRRRQBm%2BMtN1nWfCGq6R4d1L7FqF1ps8NheZI8iZo2VJMjkbWIPHpXxr/AME%2B7DW9A%2BIHgS7uPgd418GWfhP9n7w78PfEsGr%2BBtQtEm16CWRxbRs0AW5t7RYro/bkLWhOoKEnYyMB9uUUAfD3/BP7wB8QdJ%2BKXwj8Pax8KPFGg33wk%2BCHiPwp8T9Y1vwzdWNrq2uXWq6LJFJa3M0ax6mkr6fqV558DSogul3MrzstetftMab8V1/a6/Z51W68aeHn8HN8VL1LbQo/DE66nHef8IX4mzM1%2Bb0xPFgOPKFqrZYHzPlIb6Hr5w/4KCfG34Sfs9eM/wBnn4o/HD4haX4W8OWnxvngu9c1q6EFrbvN4P8AE0UXmSN8qBpHVdzEAFhkinGMpyUYq7Y4xlKVkrs%2Bj6KyfBHj7wL8TPDkHjD4b%2BNdJ8QaRdDNtqmialFd20w9VliZlb8DWtQ007MGmnZhRRRSEFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAVl%2BN/Bvh74i%2BC9X%2BH3i6x%2B1aTrul3Gn6nbeYyedbzRtHIm5SCuUYjIIIzxWpRTjKUJKUXZrUmUYzi4yV09H6PQ/FL9r34K%2BG/hr%2B0P4%2B8C%2BD9KNrpGg/FDwNpGlW5dnMdu%2BkXhRNzEljtjXJJJPU141480k2Xwm8bTgY8r4sxW%2Bfpb3/ABX6kf8ABXrwB4YX4f8Aw78QaR4asLbUtW%2BOvh3%2B1r%2B3s0Sa92293FH5rqA0m1SFXcTgcDAr83vjRpH2P4G/Eefbjyv2gWt/yttQNfu/DeayzHAUakr3vFO7u24yUW/m038z%2Bf8AifKI5bmFenG1rSkrKySlFyS%2BSaXyP3E%2BCUP2f4M%2BEYP7nhiwX8reMV09YXwuh%2Bz/AAz8OwY%2B5oVmv5QoK3a/DK7vXm/N/mz99w6tQgvJfkgooorI1PGfHH/KQv4X/wDZGfHn/p28IV7NXjPjj/lIX8L/APsjPjz/ANO3hCvZqACiiigAooooAKKKKACiiigArxH9rbSdK174u/s8aNrmmW97Z3Pxiv47m0u4VkilQ%2BCfFGVZWBDA%2BhFe3V4z%2B1B/yW/9nH/ss19/6hXiijYDi/Gv/BIb9hfXvEc/jz4afDXUfhX4nnbcfEvwc8SXfhi5Df3ilhJHBIT1PmRPnJz1NZX/AAyt/wAFLPgv%2B8/Z5/4KKWnjbT4OLbw18efAkF8zL6NqmlNaXGf9p45D%2BWD9X0V1rHYm1pPmX95KX56/idSxmItaT5l/eSl%2Bev4nyj/w1b/wUt%2BEw8v46/8ABNS38XWdv/x9a/8ABH4lWl%2BXH95NP1VLKf8A4CHc0%2BD/AILI/sa%2BHZ0079oOH4g/By%2Bdgotfi18NdU0iPJOM/ajC9oRnuJiD2Jr6rpk8EF1A9tcwpJHIpWSORQVYHggg9RT9vhZ/HSt/hbX4PmQe2w0/jp2/wtr8HzI4X4TftUfsx/HqNJPgh%2B0R4H8X%2BYuVXw14qtL5voVhkYg%2BxGRXe14h8Wf%2BCaf/AAT7%2BOMj3XxQ/Y0%2BHGp3cjZfU18KW1veZ9ftMKJMPXh64L/h0P8AAnwn8v7Pv7QPx3%2BFcY5S08EfGLU3tFPr9l1F7uDHtswOgAFHJgZ7TlH1in%2BMWvyDkwUtpyj6pP8A9Jf6H1ZRXyoP2R/%2BClPgY/8AFrf%2BCqsus20P/Hvp3xQ%2BD%2Bl6iWHZXudPexkP%2B8Qxo/t7/gtX4G/fal8O/wBm74h28XWPR/EGt%2BHLqYeyzwXsSk%2B749qX1WEvgqxfzcfzj%2BofVov4akX82vzX6n1XRXyp/wANwft2eDv33xc/4JG%2BOzbr/rLn4dfEbQNez67YpZ7OZvxQUf8AD3D4O%2BH/AJ/i/wDsvftE%2BAox/rLnxJ8DdWmgT1/e6fHcxnH%2Byxo%2Bo4p/DG/o4v8AKX6B9SxL%2BFX9HF/lL9D6ror5f0f/AILRf8Eu9Vvl0y7/AGxfDei3LdLfxZbXejSD6rfwwlfxxXqHgv8Abd/Yw%2BJAT/hXv7XHwx10v9xdI8eadck%2B2I5ic1E8Ji6fxU5L/t1/5ETwuKp/FTkvk/8AI9QoqDTtT03V7Rb/AEnUILqBxlJreUOjfQqSDU9c5gFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHn/7Q/wCzv4T/AGkNB8P%2BH/F%2Bq3tpF4d8Yaf4htWsSgMk9o7MsbblPyMGYHGDzwa/Hz9pTSPsX7OnxXn248r9qm5t849LTUK/cOvxk/a%2B0n7L%2BzB8aJQv%2Bq/bM1CPPstnf/8AxQr9D4ExNV13Sk/dUqVl25pzv97SPzbxBwtJYdVox95wq3fflpwt9ybP2I8Ew/Z/BmkQY%2B5pduv5RqK06q6JF5GjWkGMbLWNcfRRVqvz6bvNvzZ%2BjwVoJeS/IKKKKko8Z8cf8pC/hf8A9kZ8ef8Ap28IV7NXjPjj/lIX8L/%2ByM%2BPP/Tt4Qr2agAooooAKKKKACqfiHU73RdAvtY03w9eavcWlnLNb6Vp7wrcXrqhZYIjPJHEHcgKpkkRAWG51GWFyigD5O/az/ag%2BOt18B77Tm/Zi%2BKnwqt9S8S%2BGdJ1bxxq%2Bu%2BGwumaZf8AiHTdP1CaOTTNYuriCVLK6upFmEYERj371Kg13P7D%2Bp6vp138YvhdN4y1nXPDvgD4tS6L4Q1XxHrtxqd2bFtE0i/mhkvbqSSa58i%2Bvb63Dyu7qIBGWPl17X4k8N%2BHfGPh%2B%2B8JeL9AstV0rU7SS11LTNStUnt7uCRSrxSxuCsiMpIKsCCCQRWD4X%2BA/wADvA/hnSPBfgr4M%2BFNH0bw%2B07aDpOl%2BHba3ttNM6SJMbeKNAkJkWaVX2AbhK4OQxyAfOf/AATLsfib8EXm/ZE/aPbWNR%2BKHh74beGtW8U%2BKpvjRrfjKy14yLdWj3iHVgj6bNJc2lzI9vHEsbK8e2SXyyI%2Bw/aY8aeJJv2uv2efAknwj8Qw6XD8VL25j8aSXOnHTJ5f%2BEL8TD7KqLdm8EuGJy1ssWEP7zO0H1n4SfAD4EfADTbvRvgP8FPCPgmz1CdZr%2B08I%2BG7XTYrmULtDyLbxoHYDgEgkDivHv8AgoNJ8bIfFv7Psv7PVn4WuPFa/Gq5NhB4zuLmHT3X/hDfE3mCR7ZHkU%2BXu2kK3zYyMZqoR55KN7X77DSuz6Por5p/4aF/4KVeET5HjL/gndoHiRU/1l74C%2BMVqd/qVh1K2tj%2BBel/4eMaz4e/dfFD9gL9oTw%2B6f6%2Be08CRazbp6kPplzcMQPXaK6/7PxL%2BG0vSUX/AO3J/gX7OXT80fStFfNkP/BXP9gS2lW08ZfGa98JXJO17bxt4N1bRyjeha7tY0/JjXfeDP26f2KviJsXwP8Atb/DXVJH6QWnjexaUexj83cD7EVE8DjaavKlJL/C/wA7NfiJ06i3TPVaKraTrWja/ZrqOhatbXtu33Z7SdZEP0ZSRVmuVpp6kBRRRQAUUUUAVdY0PRPENk2m%2BINHtb62f79veW6yo31VgQa8u8afsCfsLfEfe3j79jP4V6y7/el1L4f6dNJn1DtCWB9wc163RVwq1ab9yTXo2vyaLhUqU/hk16Nr8mj5b1D/AIIq/wDBLq8u3v8AT/2QdC0WdzkzeF9RvtIYfQ2U8RH4VD/w6B/Zy0Ubfhj8bPj54KQfcj8MfH3xEiL7bZ7uUEexzX1VRXR9fxvWpJ%2Brv%2Bdzf69jP%2Bfjfq7/AJ3PlX/h2V470n974K/4KjftPac6/wCrS/8AGemanGPqLzTZGb8Wo/4Ys/4KCaOdnhP/AILA%2BM2iH3IvEfwm8M335tHawOf%2B%2Bq%2BqqKPr2Je7T9Yxf/tofXcQ92n6xi//AG0%2BVf8Ahnf/AIK2aJ8%2Bj/8ABSv4e6zj7sWv/s%2BrFn6va6qn6KKB4b/4LZaR%2B7tfi7%2BzDrSDo994E8QWUjfUx6jKo/75r6qoo%2BuTe8IP/txfpYPrc3vCL/7dX6WPlU6v/wAFuNP%2BZ/AP7LOqgdRF4r8R2TN9A1jMB%2BJo/wCFxf8ABYvSB/xMf2Hvgrq%2BOv8AZXxvvbfd9PP0c4r6qoo%2Btxe9KH3NflIPrMXvTj9zX5SPlYftQf8ABVW14vv%2BCU/hqfHU6b%2B0VZvn6CXTY6P%2BGvv%2BClUH/H3/AMEg9Tk9fsPxy8PP%2BXmNHX1TRR9Zo/8APmP/AJN/8kH1il/z6j/5N/8AJHyr/wANrf8ABQK3/wCQh/wRy8egetr8WfCcv/t%2BDS/8N4/tlw8Xv/BID4uL6%2BR4z8LS/wAtSr6poo%2BsYf8A58x%2B%2Bf8AmHt6H/PpffL/ADPlb/h4H%2B1NHxP/AMEivjgP%2BueteGX/AJapXrf7NPx7%2BI3x207Vr34ifsq%2BN/hbJp08UdtbeNZ9OkfUA4Ys8X2G6nGF2gHeVOWGAecenUVFSrRnC0aaT73k/wA9CJ1aMo2jTSfe8n%2BZ8b/taeN/HGm/Gr4h%2BKNP%2BJPiHTNV%2BHekeCLnwB4f07xDc2tnfzahqt1DMs9pHIsV/wDa5Ils8TJJ5Yj/AHXluxY7P7elj4r%2BHvxFtP2r9VuW1nwF4F8Gy3Gu%2BFrD4qatod80qXaTfabWzsytvqUpijeNYZ3TexCKTuwfo3xL8IfhN408YaP8Q/GPwv8ADura/wCHWZvD%2BuanokE95phbG428zoXhJwM7CM4rPv8A9nP9nvVNY0TxFqfwI8GXOoeGlVfDl9P4XtHm0pVk8xRbOY90ADkuNhGGOetbwxdKLh7uys9uqS0/O%2B6bfz3hiacXHTZWe34f57ptnynqPjDxfa/tJ3njnRvHmtT%2BPz8ervwpH4TfxBcfZG0FfDzXMcAsPM8kIIwuofaPL8zzCMyFD5dfA/x9%2BH3/AArv9mjRrjwp8YtV8Yr8ULLRfiB8SDqVyJTpviK7hkQKygnyJZWfUd6fKf8ARwpUeWM/t0Phl8Nl8fH4rL8PdDHilrH7E3iUaTD/AGgbbOfI%2B0bfM8vPOzdt9q%2BO/wDgs58Lfh94Q/Y%2Ba68D%2BA9G0afWPiZpt5rE2laXFbvfXDLcAzTGNQZZCXOWbJOTzX0fC%2BZKGdYenFWUpRT26Xt0vZPVdbvU%2Ba4xqUK/DGKTjqqckn68qfyVtOtz6E/aT%2BLX7V/wxv8ASLD9mz9j62%2BJ1vdW8p1O7uviPaaEunupUIm2eGVpdwLHKjjbz1FeY/8ADRf/AAVs1L5LD/gmb8PdOz0fU/2iFk/NYdIP86%2BqqK%2BWhXpwik6cW%2B75v0kl%2BB78K1OEUnTi/N3/APkkj5V/4T7/AILSax/yD/2Z/wBnTRwen9rfFbWrnb/340gZpcf8Fu77%2BL9lbS8%2B3iW/x/6T5/Svqmiq%2BtpbUof%2BAv8AWRX1pdKcPu/zkeHa0uur%2B3d8Il8USWj6mPgd44GovYIywNP/AGp4P8wxhyWCbs7QxJAxkk17jXjPjj/lIX8L/wDsjPjz/wBO3hCvZq5Hqzl3CiiigAooooAKKKKACiiigArxn9qD/kt/7OP/AGWa%2B/8AUK8UV7NXhn7XmtLofxo/ZqnbTL268/453FsFsbYytGZPBvidPMYD7sa5yzdFUE9qaTbsgPc6K4v9ovU/EOhfAnxb4j8K%2BNLjw9f6VoNzfwaxaWcFxJB5EZmbEdwjxtuVCp3KcBiRyAa5fxn8T/jL4V/Y8tfiX4d0f%2B2PG/8Awi%2BnTvBDoE98JbyWOHzpPsdoyyyqC7v5cZBwMDFbU6EqkYtNavl%2Bdr%2BliXJJv7z1qaGK4iaCeJXRxhkdcgj0IPWuB8Z/sm/ssfEbefiD%2BzV4A10v986x4Osrkn8ZIjXB3H7TvxGk8K%2BHdP8Ah7J4X8a%2BItdk1Odrz7De6HZWtrYjMyTW8zXFxDcB8Q%2BW3Ku3zBQKWD9uO21IWGt6N8MppvD9vY6LN4x1ibVljbRZNT2eRGkQjb7VsLjzCGTaCpUPnjohhcbTd6eno7fqnr079BKtFbMztX/4JJf8E5NVvG1C3/ZS8PaTcN/y38Mz3OkuPo1lLER%2BFVv%2BHW/wX0X5fhn8dvjl4NjH3IPDvxp1kxL7bLqaZT%2BINfStFSsxx9rOrJ%2Brv%2BfMbe1qdz5q/wCGE/j94b%2Bb4af8FPfjTZEfdXxLb6FrSj/v/p4JH1JPvR/wzz/wUu0P97oP/BRzw5q%2B37sHij4I2p3/AFks72DH4JX0rRR/aGIfxKL9YQf/ALah%2B0l5fcj5q/s3/gr/AKMfLt/Fv7OXiBF%2B611omu6XI/1KXFyoP0Wl/wCFp/8ABVrw3xrf7IPwg8S7fvHw58Xryz3fQXelnH419KUUfXE/ipQf/brX5SQc/kv6%2BZ81f8NWft9aX83iH/glnrMyD77%2BHvi5oV1j6Cd7dm/KrGl/t5/FBNTttI8Y/wDBN7486Y9xOkTXVppej39vDuYDc7waiSFGckhTwDX0bRR9Zwz3oL5Smv1YuaP8v5md4t8P2vivwxf%2BGr7UNQtIb61eGW50nUJbS5jVhgmKaJlkifHR0IYHkEGvnbwR8VPiT4H/AOCX3hr4onxJfXviK48EaZIut63cPdTxm8kijF3LJKS0hjScSlnJz5eWJGa%2BiPGHgzwh8Q/DN54L8feFtO1vR9Qi8u/0rVrJLi2uEyDteOQFXGQDgjqAa5nwv%2BzR%2Bz74H8KXPgTwX8GvDmkaJd6bPp9xpGl6VHb2z2sxJlh8pAFCsScgDvU0a1GFNRmr%2B8n0tZbrvr9wRlFLXufPen%2BNPjhpXxRv/wBkzR/jx4i8hviDaadH42vIrS51a1t20GPU7i2V5oGgMpeRWQvC22LcNp4YYtn%2B1Z%2B0l4o%2BHFz4usfiXbWEnw9%2BHUPiTW5IdEtmXxRN/aN7blJA6N5UMkFg5UwGNvNkPzbV2n6OP7I37PifDyD4XWPgOSx0m11f%2B1bV9L1q8tLyG%2B2NH9pS8hmW5WXy3aLeJAfLYx/c%2BWoPEP7HH7PfiKXw/wCb4Kksrfw3p1pp1lp2lapcWlpcWVrKJra1uYInWO7hikBdI5g6qzOR99s9qxmCb96H/kq8tf8At7VW2jujTnp9j0S31a3OhpruoslpEbQTzmeQBYV27m3McAADOT7VymnftL/s46xj%2Byf2gPBN1np9m8V2b5/75kNdjeWVnqFnLp1/aRT288TRzwTRhkkRhgqyngggkEHgivJtR/4J9/sG6tk6l%2BxR8JZif4pPhzphb8/IzXnUvqrv7Xm8uXl/UyjydT0Ow%2BJXw61XH9l%2BP9Euc9Ps%2Bqwvn8mrXt7u0vE8y0uY5V/vRuGH6V4Vf/8ABLj/AIJy6ln7R%2BxL8NFz/wA%2B/hK2i/8AQFFZFz/wSD/4Jn3T%2BY37G/g%2BNv71tbSREf8AfDituXLn9ua/7dj/APJFWpd39y/zPpCivmv/AIdA/wDBOVf%2BPf8AZqtLf/r08Q6nD/6Bcij/AIdEf8E/1/1Hwc1iH0%2BzfEbX4sf98Xwo9nl3/PyX/gC/%2BTC1Lu/u/wCCfSlFfNf/AA6Q/YaTm18E%2BM4D6wfGDxOuP/Kjij/h03%2Bx4n/HvD8RofTyvjN4lGPzv6PZ5f8A8/Zf%2BAf/AG4Wp9393/BPpSivmv8A4dR/sqL/AKrW/imnsnxq8R//ACdR/wAOp/2Xh08VfFkfT41%2BIv8A5No9lgP%2Bfr/8A/8AtwtT7/h/wT6Uor5r/wCHU37LZ%2B/4l%2BK7eu741%2BIv/k2j/h1B%2ByW3%2Bvv/AIny/wDXT40eJP6X1HssB/z9l/4B/wDbhan3/D/gn0pXyb/wWZs/tv7IVnHjOPH2jfrMy/8As1b3/Dpf9i6T/j60bx/P/wBdvjL4mP8ALUBXCftFf8EZf2ePF3w8TSvgPoGoaXr41iyke88R/EbX76A2izqbhNlxdTqHMW7admQ2MMudw9LJqmWYTNaNaVVpRknrCy67vmf5M8jPsM8VkuIo0rylKLSVt3p5n2fRXzX/AMOhf%2BCejf6/4D3M/wD19eN9al/9DvDR/wAOff8Agmw3/Hz%2Byjodx6/bL68mz/38nNebyZd/z8l/4Av/AJM9e1Lu/u/4J9EX3iPw9pmTqWu2dvjr590iY/M1i6h8a/g1pOf7U%2BLXhm2x1%2B0a9bpj83rx2x/4JL/8E1tPx9n/AGLfAbY/576Msv8A6GTW1p//AATT/wCCeWmY%2BzfsP/Clsf8APx4DsJf/AEOI0cuWr7U38or/ANuYWpd3%2BBL4vuba9/4KBfCu8s7hJoZvgt47eKWJwyup1XwgQwI4II5zXtNeJ%2BJ9O0/R/wBvr4UaRpFhDa2lr8E/HUNra20QSOGNdV8HqqKqgBVAAAA4AFe2VxO19DMKKKKACiiigAqn4h8Q6B4S0C%2B8V%2BK9cs9M0vTLOW71LUtQuUht7S3jQvJNLI5CxoqqWZmIAAJJAFXKKAPINM/a%2B%2BAfx6tdQ%2BH/AOyJ%2B178IPEPjuTT5JtJtLbxRa62sO0qGmltLK7SaWJcjIV05IG5c5pf2T/2hfEfxZ/Yh8E/tO/Fi10%2BLVNY8A2%2BveIItAtJIrZZDb%2BbKIIpZZHVODtVpHIGAWPWvS/Gmg6r4o8KX/h3Q/G2p%2BG7y8tmit9e0WK1ku7Fz0liW7hngLjsJIpF9VNec/s1/soQfs0fBTw18AtK%2BOnjPxToHhcNb2i%2BK7fRnludP%2Bym3j0%2BY2mnwK0CEiUMqrMzqA8rxkxkA4T9jX9qX4%2BfFTxho3hX4/6b4SR/G/wn074geF18J6fc2/8AZdvcShJ9MumnuJhdSQia023cYgWUvL%2B4i2Ddd/aY%2BLnwou/2uv2efgva/E7w9L4xtfipe6hc%2BE49agbU4bM%2BC/Eyi4a1D%2BasWXQeYV25YDPIrpf2Zv2K/AX7MGqvq%2BgfEHxb4lltvDFj4Z8OjxZe2sw0DQrN5Ht9NtTb28JaNTJ80s5muJBHF5kz%2BWuOZ/b01v4leHfHP7Per/CTwHY%2BJddi%2BNN19l0bUdb/ALOinU%2BDfE4fM/lS7CELEfIckAcZzTjFykkiZSUIuT6fM9i%2BLvwm8JfG/wABX3w18dS6sulalE0V6mj67dafLLGylWjaW2kRyjKxDISVYHkGs6L4MXemeDF8HeGfjL4000xJbpbaoNRt727iWIEY3XsE6vvB%2BcyKxOAQQea87/4aR/bL0v5/Ef8AwTt1eVF%2B/J4e%2BJOj3ePoszwMfypP%2BG5PEmm/u/FX7DHxzsXH32tPCtpfoPobW7kJ/wC%2Ba7o0Mao8sWmr3spQev3nI8Zhb3ldesZr/wBtLuv/ALF8MehafbfDf4u6voeswNrQ1XxDd2UN5PqQ1aRZb6RkAjjjmaRFeN0UJFgqsZU7arXn7GVxa%2BKJNG8K%2BNLSz8B6pe6Lea/oE%2BmPJeyy6XFDHbRw3PmhUhb7LbM6tEzFlkIYeYQGf8PGPgbp3/I6%2BAfip4ax94658JNaQL9fLtnpY/8Agp5%2Bwn5gi1D9oKx01icbda0m%2BsSD7/aIExW6WbpfC38r/lfbp26E/W8u61Ir1dvzsevfEjwVJ8RfA%2Bo%2BCovGWueHm1CERjWfDd4tvfWuGDboZGRwrcYyVPBNeKf8MWfHvQv%2BRE/4KSfF22x90a/Y6HqgH183T1z%2BNdfon7eH7FHiEAaX%2B1n8OmZvuxzeMbOJz/wF5Af0rrtF%2BOvwR8R4/wCEe%2BMfhW/3fd%2BxeIbaXP8A3y5rmhLHYWLiotLzhf8A9Kg/zNlVwtbVTT9JL9JHkR/Z7/4KD6Z82j/8FFNNvdvRNf8Ag1YybvYta3MGPqBR/wAIv/wVS0X93YfGH4F64g/j1PwPq1k7fjDfuo/75NfQVpe2d/CLixu4poz0khkDKfxFS0fXqn2oQf8A25H9LGvs49G/vZ88f27/AMFV9K%2Be5%2BG3wD1lB1Wy8W6zZO30EllKB/31R/wvL/go3pfyan%2BwR4S1LHWXRvjRGufotxp6fq1fQ9FH1uD%2BKjD7pL8ph7N/zP8AD/I%2BeP8Ahqf9tDT/AJte/wCCZnikoPvPo/xI0C6/JXuI2P5Uf8N0/EvTjs8S/wDBOr46wMOp07S9IvVH4x6jk/gK%2Bh6KPrOFe9BfKU1%2BrDkn/N%2BCPnn/AIeH6Zb/APIX/Yz/AGhrPH3ifhPc3GP/AAGeT9KP%2BHmfwAs/%2BRj%2BH/xb0f8Avf2n8G9dXb9dtq1fQ1FHtsC96L%2BU3%2BsWHLU/m/D/AIJ88/8AD1L9h6LjUPifrlie41H4da9b4%2BvmWSihf%2BCrv/BPLcFuf2o9CtSe19bXVv8A%2BjIlr6GpGVXUo6gg9QR1o9pl/wDz7l/4Gv8A5ALVe6%2B7/gnhlj/wU2/4J86jj7P%2B2H4BXP8Az38QxRf%2BhkVr2f8AwUA/YUv8fZv2zPhZk9Ffx9p6E/g0wNelX3gvwdqef7S8J6ZcZ6%2BfYRvn8xWTefAz4J6jn%2B0Pg94Wnz187w9bN/NKL5c/szXzg/0Qfvu6/E5%2B0/bK/ZBv8fYf2q/htNnp5XjnT2/lNWlbftM/s33vNn%2B0F4Ilz08rxXZt/KSoLv8AZU/Zev8AP279m7wDNnr5vg6yb%2BcVZ1z%2BxH%2Bxhe/8fn7Ivwwlz183wDpzfzho/wCE3%2B//AOSB%2B%2B8vxOnt/jh8Frvm1%2BL/AIXlz08vxBbN/J6uQ/E34bXH/Hv8QtDk/wBzVoT/ACavPbj/AIJ%2BfsI3P%2Bt/Yx%2BFY/65%2BAdPT/0GEVSm/wCCb/7Ac5y/7G/w4H%2B54RtV/kgotlvef3Q/zD995fiesxeMvCE/%2Bo8Vaa/%2B5fRn%2BtTpr2hy8x6zaN/u3Cn%2BteKy/wDBMf8A4J8zcv8Ase%2BAh/ueH4l/kKgf/glt/wAE8ZPvfsg%2BCR/u6SB/I0cuXfzT/wDAY/8AyQXrdl97/wAj3ZdR09/uX8J%2Bko/xp32y0/5%2Bo/8AvsV4G3/BKz/gnY3X9kPwb%2BGnkf8As1NP/BKf/gnUef8AhkTwf/4BN/8AFUcmXfzz/wDAY/8AyQXrdl97/wAj303tmv3ruIfWQUx9W0qP/Wanbr9ZlH9a8FH/AASo/wCCdS9P2RPB/wCNi3/xVSL/AMEsP%2BCdydP2QvBf46bn%2BtHJl388/wDwGP8A8kF63Zfe/wDI9wk8TeG4f9b4gsV/3rtB/Wq83j3wNb8z%2BNNJT/f1GIfzavHI/wDgl7/wT0i%2B7%2Bx/4GP%2B9oqH%2BdWYf%2BCaP/BP2D7n7Hfw9P8Av%2BGoG/mtHLl380//AAGP/wAkF63Zfe/8j0%2Bf4t/Cm1/4%2Bfib4ejx18zWoB/N6pXP7QPwGs/%2BPv42%2BEYsdfM8SWq/zkrh4P8AgnV%2BwTb/AOr/AGNfhmcf3/BVk384zV62/YL/AGG7Tm2/Y0%2BFSH1Hw903P5%2BRRbLe8/uh/mH77y/E2rr9q39lyxz9t/aT8AQ46%2Bb4xsV/nLWZeftw/sV6eCb/APa%2B%2BF0OOvm%2BP9OX%2Bc1WbX9jj9kOx5sv2VvhvDjp5XgfT1/lDWnafs2fs6aeQbD4BeCoMdPJ8K2a4/KOj/hN/v8A/kgfvvL8TiPFGoWGr/t9/CjVdKvYbm1uvgn46ltrm3kDxyxtqvg8q6sOGUgggjgg17ZXi3jG3gtP%2BCgfwstbWBIoovgt47SOONQqoo1bwgAABwAB2r2muJ2voaBRRRQAUUUUAFFFFABRRRQAV4z%2B1B/yW/8AZx/7LNff%2BoV4or2avnr9u74X%2BBvjH49/Z68AfEbRW1DSbv403Tz2yXk0BZk8G%2BJ3Qh4XR1wyg8MOlONr67Ezc1BuCu%2Bl3ZffZ2%2B5n0LRXz54o/Yj/ZV%2BHGktr83xF8ZeB7JJFT7dD8XtWs4kdjhRumuyoJPQVPa/sdWD6XHrvhX9tr4029lJEJYLtPiDFewshGQwa6glDLjvmuj2WHeqm/nF/o2eZ9cx6m4OjFtatKrG9u9nFO3m1bzPfKSSOOZDFLGrKwwysMgivDIf2Zv2iLOJZvB3/BQbxuImGYzqvhvRL8MP942ik/UGnf8AClv26NP%2BfTf24NFvcdI9X%2BE9ud31aC7jx%2BVL2NLpUX3SX6F/XsUt8NP5Om//AG9Hp2t/Bz4ReJc/8JH8K/DeobvvfbdDt5c/99Ia5LWv2IP2M/EO5tY/ZQ%2BHMzt1l/4QuxV/%2B%2BliB/WuePh7/go/pfy2fxS%2BDmqqO9/4P1O2Y/jFesB%2BRo/tL/gpPY/NJ4R%2BCOpKOoh17V7Rm%2Bga2lA/OtYqvD4KyXpNr/IyniqE/wCJhZ/Omn%2BUmRXX/BMj9gu5mNzF%2BzL4ftJD/HphmtCPoYZFxUf/AA7R/ZMtfm8P6B4t0d%2Bz6T8TNdhx9ALzaPyqz/wtP9v3TOL/APZF8E6njq2mfFVos/QTaf8A1o/4aA/bJtf%2BP/8AYAvZQOp034m6TJ%2BXmmKtva5j0rX/AO31%2BrMfa5R1w8l/3BmvyiVv%2BHffgm040D9o/wCOOlqOkdp8XNSZB/wGZ3H6UH9hrxHa/No37dfx3tiPuiXxXY3K/iJ7Jyfzqz/w1f8AG/T/APkYP2BfiZFj739m6jo13%2BW29GaP%2BG2dSg/5Cf7GHxxtvXHg23nx/wB%2BLt80e0zLvf8A8AYe3yRb3X/btVfoVv8Ahk/9pPTuPDv/AAUW%2BIcWPu/2l4a0K8/PdZDNH/DPX7cNt/x5f8FD5JfT%2B0fhPpUn5%2BU0VWf%2BG8fBtvzrH7PXxqsAOr3Pwn1JlH4xxsKm0/8A4KA/s9Xl/Bpl7a%2BOdPmuJlijXUfhnrUY3MQAC32UheT1JwKObMOsE/8At2D/ACQLE5Je3trf9v1F%2Bdih/wAKh/4KG6fzZ/tpeCdQx0XUPhAY8/Uxaj/Sj/hGf%2BCm1hxa/F/4KagB3vfA2qwk/wDfvUDXuer2t7faVc2Wnao9jcTQOkN5FErtAxBAcK4KsQeQGBHHII4rzX4A%2BL/GviXTfFssnjS68VaNYaobfwp4mvbO2il1IJbp55X7PFFFLGtz5kaSKihgpwXADtlHETlBycYaf3V19LHVUpUqdaNPmn719pvor7O7%2Be17Ldo5bZ/wVCtz/wAfHwEu/wDtjrdvn/x6TFH9tf8ABT61%2BaX4d/Aq8A7QeLdYhY/g1iw/WsnwV8cfjLpPwyu9L8a%2BJdSHxAmuNEtZNK8TeGrW0XTDf3P2f7TGLZytxCCtxsy2WaDa23JrS0/4yfHvW9bi%2BCeha9oC%2BKLK%2B1wXniO%2B0d3trmCwFkYx9nSVNjy/b4QxDkIY3wGyBWz503eFPTy/HfY4Y4zDyUbTq3fS6bu9o7fF5Pbq7kn/AAsP/gpDZ/8AHx%2BzJ8LrzH/Pp8TruPP/AH3p1H/C6f8AgoLbcT/sL%2BE7j/atvjMi/o%2BnD%2Bder/C34h2vxF%2BE%2Bg/FKeBbGHWdDt9SdJZMLCskQkOWPYA9T2qrb/H74EXf/Hp8a/CMuenl%2BJLVv5SVj7XVr2MXbyl%2BkjvShyRl9YklJXV3DVOz6xXdHmX/AAv39u2P/Xf8E%2B7N/wDr2%2BL9i3/odutH/DRf7bEf%2Bt/4J06g3/XD4p6M3/oTLXrcHxZ%2BFd1/x7fEzw/J/uazAf5PVuHxz4Juf%2BPfxhpUmemzUIz/ACal7aC3oL/yf/5IpQb2xD/8k/yPGf8Ahpj9sOPm4/4JveJ8esPxG8Pv/O6Bo/4ao/aii/4%2Bv%2BCcvjsf9cvF%2BgP/ACva9xi13RJ/9RrNo/8AuXCn%2BtWI54Zf9VMrf7rA1Pt6PWivvn/mWqFZ7V390P8AI8G/4a2/aGT/AF//AATt%2BJQ/6565obf%2B31H/AA2B8cE/1v8AwTz%2BKw/3L3RG/wDb%2Bve6KPb4f/nyv/Apf5j%2Br4n/AJ/P/wABh/keCf8ADY/xjX7/APwT2%2BLv/AZNGP8A7f17qpa%2BsAZElgM0PzLuw8eR0yOhHt3qamzwQ3ML21zCskcilZI3UFWUjBBB6g1lUqU525Icvzb/ADNqVOrC/PPm%2BSX5Hjv7NML3fjTxTr/gPxP4g1HwCYLWy0S58ReIrrUzqOowyXAvLy2kupJHFud0MQKsI5HhkZFCgPJ4nefEr4h%2BG/hvD460P4ma62r%2BK/hp4i1Xxl5%2BsTXCaNdW%2BoWMRnghkZo7L7KtxdxBI1RT5WXDNGTX1F4P/Z/%2BA/w9cSeAfgn4R0NhJE4bR/DdrbENHny2/dxjlMnaf4cnGM1p6V8M/hvoOqavrmh/D7Q7K98QHOvXlppMMcupHnm4dVBm%2B833yfvH1rqWLoxqOXK2nbe3Tv8Anp1t0OOWDrSpxjzJNX2v17flr0v1PnS6eaD4oL8A4fHviFvAj/EyGymvG8XXzXKbvDc99/Z/9oGb7SE%2B0RwT/wCt3Zl8vOxgley/sr%2BItb8U/ATQNY1/VptQlK3MNvqVw26S9tYrmWK2uGb%2BNpIEikL/AMRfd3rbj%2BC3wch8DN8MIvhN4ZXw08nmP4eXQbcWLPvD7jBs8sncA2dvUZ610NlZWOl2MOnadaRW1tbxLFBBBGESJFGFVVHCgAAADgAVnXxEKtPlS/L79Or69NEa4fDVKVTmb0t5/dr0XTrqzwy4/ad/at%2B0SQ6f/wAE6PGMyq5CSSeOdAjDgHr815kZ96Z/w0l%2B2bJ/qv8AgnFrq%2Bnn/EzQV/8AQZ2r3WS/sIf9dewp/vSAVWm8UeGbf/j48RWEeOu%2B7QfzNJV6PSivvn/mDo1VvXf3Q/yPE/8AhoX9uGT/AFP/AATxkX/r4%2BLGlr/6CrUf8L2/b3l/1H7Aeip6fafjLbL/AOgWT17FN8R/h5bf8fHjzRY8dd%2BqQj%2BbVSuPjR8HbX/j6%2BLPhmPHXzNetx/N6r2sXtQX/k//AMkQ4pb4l/fT/wAjzfxFPqN1%2B3t8JbnV7BLS7k%2BCPjlrq1jn81YZDqng8sgfA3gHI3YGcZwK9urxbxhcW93/AMFA/hXdWs6SxS/Bbx28ckbBldTqvhAggjggjvXtNcT3O9bBRRRQMKKKKACiiqfiHQ7LxNoF94b1Ke8it9Qs5ba4k0/UJrS4RJEKMYp4HSWFwCdskbK6HDKwIBABT8feKb/wT4N1DxXpfgnWPElzY25kg0LQFgN5fNkARxfaJYotxz1kkRR1LAVi/s8/Gzw3%2B0l8DPCfx98H6LqenaX4w0G21aw0/Wo4ku7aKaMOscwhkkjEgBwdkjrkcMRzXL6D%2BzFonwSS/wDHfwQufGmv%2BJ4tNli0vSfiF8efFN7pVxI2MLKL24v44eQP3y20jpztHJrD/YW%2BF/7S37P/AOyj8PvgT8WvB3gVNX8J6bHo2oXXhzxreXttJaQWZEV1GZtMt2aV5wqNAVVUjYyCaRgImAOj/ZK/ahP7XHww074yaN8CPGvg7w7rui2GreGb/wAYy6RnWLO7iMsckUen6hdPFtTYWWdYm/eqAGIcLk/tSef/AMLx/Zu8opt/4XTfebuznb/whHinp75x%2BGa5X9jL9kjxd8B/i14l%2BIj/AAb%2BGfwp0DVfDGn6Vb/Dz4S6rPd6bc3VvNcSPqk5fT7CNLgpKkACQFmSPMkr4jWOl%2B2roPhr4dftJ/s//H9NJ8da1qh%2BK11YS6LoviDUry2aI%2BDfEvzxaUbn7GsgIBMyxCXbu%2BYgsCN2VyKtSFKm5zdktXv%2Bib%2B5M92%2BMev6bofguaPUtZ1nTPtbCGDU9D8OPqc1rJ94P5S286gYU/M6FefUivGY4ItH/Zl8F%2BHPGGnz2mk6Zr1i/jq01CBwFsZTLJunRhgRvI8DvHyqKxVgApA7b/hsTwLa8698MPiVpYHVr74eagAPxSNh%2BVL/AMNwfs1R8ah411GxI%2B8uoeFNTt9v1MluB%2BtEcRTirXPl8ZjMmxVaU5YuEbx5bPTdqTvzct03FJqy0bTbureKa2PBlt4PkHj9La08Jz2PivUPh5YzqIoJJvtbCyFrFwPN8kxSW0ajf%2B8JjGQcdHDfa3/wsG2vPEPia9/4TnT/ABXomlabpjalJk2bWEU1zmENh43VppJHIPzxkZBXA9Mg/bU/ZH1VhE3x08OAqwIW8ufK2kdDiQDBrQs/j3%2BydrGtx%2BJbT4xfD%2BfU0hMMV9/b1l9oWM8lAxfeF9ula/Wqb6r71/XqefSwmVSknSxtJ6r7UemvSotY/wDLvpFOzOq%2BIvxB8PfC3wjc%2BN/FSX7WNo0YmGm6ZPeTfO6oCsUCPIwywzhTgZJ4BrzI/wDBQb9k%2BLjUPiBqdiR94aj4N1a3x9TJagV6RY/Fj4Wanj%2BzfiV4fuM9PI1mB8/k9bFnq2laiM6fqdvOPWGZW/kaiMqdtdfmfT1pYvEVE8JiKaVtnFT173jUX3W%2BZ5Jaf8FBP2LruTyl/aK8OxN3W7neAj6iRVxW1Yftk/sk6nj7J%2B014CyeiyeLLRCfwaQGvRLqxsr5PKvrOKZf7ssYYfrWNqHwr%2BGGq5/tT4caDc56/aNHgfP5rVXo9n%2BH%2BRHJn8f%2BXlJ%2BsKi/KbM6x/aE%2BAeqY/sz44eELjPTyPEtq%2BfykrYsfH/gPU8f2b420i4z08jUon/k1c7f/sxfs16pn%2B0/2evA1znr5/hOzfP5x1j337En7H2oZ8/9mXwOuf8Anh4at4v/AEBBR%2B58/wAAvxAvs0X86q/Rnp0M8FwnmW8ySKejIwI/Sn141N/wT2/YtmfzF/Z40GFv71qskJ/8ccUz/h3v%2ByOv/Ht8MLq39PsfirVIcf8Afu5FFqXd/d/wQ9tny/5cUn/3FkvzpHq/i7wrovjnwtqPgzxJDNJp%2Bq2UtpfR293Lbu8UilXVZImV0JBI3KwI7GsHwb8EvB/gHRo/D3hjVfEcdlDE0Vvb3Xiu/uhDGYhEETz5nKqqgbVHCkZGDzXA337CX7OGj2M2oWkXjazjt4mkcaf8Qdcd9qjJ2oLlmY8cKASegBNZHhf9mT4F%2BKdPvdR8J/Gj4u2Kaa%2B2/hk%2BIGt2c1sdgkG%2BG4dZFBQhgSuCDkZqlKEVyqbt6f8ABOapicwVePtMLT57O375XstXa9NadfxO/j/Zh%2BHX9iavpd/qfiC/utZWzE%2Bt6nrs1xfwfZJjcWnlTSEmMQzs0qAcB2YkHOKq3/7KXgW48O2Oj6Z4r8SabfWct%2B8viKx1FP7QvBesGvFmkeNlYSskZOFUqYo9hTaK870T4NfB3XfC93400T9r740waVYorXF7deO9QjQBvulftMeXySANuckgDk0%2B6%2BEPw303wxZ%2BMpv29/ivZ6ZfymK0u5/GsGHcEhlxLakgqQQwI%2BXHOKpV%2BvtPw/r/ACOL65CUOZ4WFrXv7el8N97u2l/tX30v0PoLS/DOgaL4bt/B%2Bm6RBHpdrZLZwWOzdGsCoEEeDnK7RjB7VxFx%2ByB%2ByXd5%2B1fsu/DqXPXzPBNg384q5uP9kvxeEWXTf22Pi/tYZVpdV0yUEdiM2NL/AMMvfF%2BH/jy/bi%2BJC%2Bnn2mkyfzs6UZOL92pb/wACX5M76lbFVUlUy/mS29%2BjK3pdGtP%2Bw9%2Bxncf6z9lH4dD/AK5%2BDbJf/QYhVOb9gP8AYmn%2B/wDsr%2BBh/ueHYF/koqr/AMM4/tERf8en7dvjFfTzvC%2BiyfztaX/hQP7VCf6r9vLXiPSXwFojfytxV%2B2rLaq/vl/mYONN75X%2BGH/zQkv/AATr/Ybm%2B/8Asu%2BEB/u6Wq/yqvJ/wTY/YTl%2B9%2BzF4YH%2B7bOv8mqx/wAKK/a1X7n7dV8f%2Bunw60o/yUUf8KR/bAX7v7cWf9/4aaef5OKr6xiP%2Bfz%2B%2BRDpYZ75U/8AwHD/APyRV/4dq/sLD7n7N%2BhL/uPOv8pKP%2BHa/wCw8Pu/s%2B6Yv%2B7fXY/lLVr/AIUt%2B2Qv3f227Q/7/wAL7M/ynFH/AApr9s4fd/bW03/gXwrtv6XVH1jE/wDP5/fIXscH/wBCt/8AgND/AOTKv/Dtf9iLt8BbIfTVL0f%2B1qP%2BHbH7En/RCbX/AMG99/8AH6tf8Kd/bSHT9tPR/wAfhTB/8mUf8Ke/bU/6PT0X/wANRD/8m0fWMT/z%2Bf3yD2OD/wChW/8AwGh/8sKv/Dtf9iPv8CLQ/XVr3/4/R/w7X/Yg7/AKwP8AvaleH%2Bc1Wv8AhTv7aff9tPRvw%2BFEH/yZR/wpz9tA9f21dJH0%2BFVv/wDJdH1jE/8AP5/fIPY4P/oVv/wGh/8ALCr/AMO1v2Gz979nfSG/37q5b%2BctA/4JqfsJZy37M/h1v99ZW/m9Wv8AhTP7Zh%2B9%2B2xp4/3fhbaj%2BdyaP%2BFKftiN979t6Ef7nwxsR/OU0fWMT/z%2Bf3yD2OE/6FT/APAaH/yZHF/wTg/YWi%2B5%2BzB4UP8AvWJb%2BZqzD/wT1/Ygg%2B5%2By34LP%2B/osbfzBqL/AIUd%2B1433/25Zh/1z%2BG2mj%2BZNH/Chv2sG/1n7d2qj/rl8PdIH84zR7fEf8/n98ilSw62yt/%2BA4f/AOSL8H7B37Fdv/q/2VfAJx/f8LWzfzQ1cg/Yr/Y6tsGH9lH4bgjoT4IsCfzMVYn/AAz3%2B07Lxdft5eJiP%2BmPgnRE/wDbY0f8M0/Heb/j8/bo8dt6%2BToejx/ytKl1qr3qv75f5lpRXw5Z/wCo6/zG%2BLLKz079v/4Vafp9pFBbwfBTx1HBBDGFSNF1XweFVVHAAAAAHSvaq8S8TWs9j%2B3z8J7K5v5LqSH4JeOUkupgoeZhqvg8F22gDJPJwAOele21yn0cfhWlgooooGFFFFABRRRQAUUUUAFeDftneMfDHgL4o/s7eJ/GOtQ6fp8HxovFmurgkIhbwX4nVc49SQPxr3mvEf2tdW0nRfjD%2BzpqGualbWlsvxnvQ893MsaAnwV4oABZiByTisq81Toym5KNlvLZeb1WnfVeqJnzcj5XZ9L7fp%2BZ29n%2B0p%2Bz9fY8j4zeG1z/AM9tXij/APQ2Fatn8XfhPqGPsHxP8Oz56eTrUDZ/J6JL/wCEuuf6298OXm7%2B9JBJn%2BdQSfCz4Ka4My/DnwteZ/vaPbSZ/wDHTXmUsVi638KrRn6OX/ts5HF/wprZ038pr9Wap1PwX4hQRtqGl3ynopljlB/U1SvvhN8KdWGdS%2BGfh65DdTPo0D5/NKyLv9mn9n29z53wa8OLn/njpMUf/oIFUj%2ByZ%2BzwCTB8MrWAn/n1up4f/QHFbuWadadN/wDb0l%2BcGZ1KeMqfxKNOXq3/AO3QkW779mD9mzU8m%2B/Z%2B8FSMernwvabvzEeayLz9if9k2%2BOZvgD4bU/9MLARf8AoGKuf8MrfBuLnT9P1qzPra%2BLNRTH4efij/hmvwxF/wAg74i%2BPLQdhb%2BNbzH5M5qXPH9cPF%2Bk1%2BsEcU8soVP4mAoy/wDBf60kZf8Aww3%2By4n/AB6/DFrb0%2Bxa7fQY/wC/c4xR/wAMVfA%2BD/kEyeLbD0%2Bx%2BPtWXH53JrU/4Z5kT/j1%2BO/xFi9P%2BKjWT/0ZE1H/AAovxfb/APIP/aS8cLjp9pkspf52wo9rilvhfunD/gGX9k4Bf8y6C9HTX5cpl/8ADIXhiHjTfjR8U7Qdlg%2BIt8QPwd2FH/DKVxF/x5/tO/FmH0/4qyOX/wBGwNWp/wAKl%2BMkP/Hl%2B0/rYHpceHtOk/8AaIo/4Vt%2B0BH/AKn9pYN/18eDbVv/AEFlpfWKy3w0/k4f/JoP7MwK/wCYKS9J/wCVZGX/AMM0eO7b/kGftefEpPT7VPp0387MVJZfA345afeRTwftheJ5Yo5VaSC78O6VIJFB5Un7OCMjjI55rQ/4Qf8AaUg5h%2BPmiT%2B0/ggL/wCg3NH9gftTQf6r4k%2BDJ/8Arv4YuF/9BuaPrU1vh6n/AJK/yqDWAwcXdYeqvSc/0rs73Vry60/TJ76y0qa%2BliiLx2ds6LJMR/ApkZUBPbcwHqRXmnws8La14dPiuTUPAGv2%2Bn6/cNNbwarqsV5qGEtUR1lnNxISHYFYl8x9oByUXaovfZf2s4%2BmufDuX66Xfp/7XaoLbVv2orkTGzuvhndfZpWjuPLur1fKcdVbAbaR3B5FE8xgpJSpVE9be6tdNft62W9tlq7HVXnGvXhUlTqLlvZcie6s/tX26bHJWXg3x5beGrmHRvCnij/hG9F1LRbvS9B8RXiXOoObedjdLEfNfMaxfZ3jRn5kicDGRUI8P%2BLPD%2Bo/8LI1L4Y6teWusL4kSHQ7ezEtxavezWzQCWMZCCVYHLseELgMeSa62y8Z/tIX1tLe2EHwwvYYBmeW18SXe2MdfmPkEL%2BJqX/hNv2kYrSO/k8DeBZYJSBFPF4umVJM9Npa2wc1hHNcFOKlFTta9%2BW6te19JtWvp2vpe%2Bh5f1DD2Vvaq237u6TW2l3ok7KN%2BVb7nXeBNA17wr8MNJ8MTXMMmp6fokNu0sxLRtOkQXJxyV3DtziuF2/t1If9d8JpP%2B2Wpp/7M1an/CZftMx/f%2BCHh2X/AK5%2BNGX%2BdrR/wn/7Ry/f/Z20xv8Arn46T%2BtsK6XmFBr4ai/7hz/yZ6FZ4epThBSrQUVZcqmr2SWvuSvt%2BZl%2Bf%2B3Sn/MK%2BE0n/cQ1NP8A2kaP7R/boTlvCPwnk/3fEOpr/O0Nan/Cxv2hF%2B/%2BzbCf9zxrbn%2BcYo/4WZ8fF%2B9%2BzNKf9zxhZn%2BeKn%2B0MP8A9PP/AACf/wAgYeyo/wDQRif/ACb/AOUmX/bv7b8f3/ht8M5P9zxXfj%2BdnR/wlP7a6fe%2BD3w%2Bf/c8Z3Y/nZ1qf8LR%2BOo%2B9%2BzBfH/c8Waef5uKP%2BFq/G4fe/Zd1b/gPijTT/7Wp/2hhu8//AJ//IB7On/0E4j7n/8AKDL/AOEy/bRXr8DPAzf7vjm4H87Oj/hOf2zFHP7P3gxv93x9KP52Van/AAtr4xr9/wDZf1z/AID4g00/%2B1qP%2BFvfFsfe/Zh8Q/hrenH/ANr0v7Rwvef/AIBP/wCVhyw/6C6//gP/ANwMv/hPf2yR1/Z28IH6fEGT/wCQqP8AhP8A9sf/AKNy8Jf%2BHCf/AOQq1P8AhcPxVHX9mPxJ/wCDfTv/AI/XfXNxdRadJd29g0s6wF47UOql3xkJknAJPGTxXRQxFLEJ8kpad4tfnFX%2BVzajhZV78mLrad1FfnRV/lc8t/4T/wDbHPA/Zz8Ij6/EJ/8A5CpP%2BE9/bIbIH7PXg4Y65%2BIEnH/klS/BW91bTfiP4kTxloF5pupalaadLezahdWpWa6b7R%2B7j8qZ%2BNo2oOuyH5sHrydokJ8OMvhpD/aa%2BELsfEMWQPnm7%2B1Wu/ztvzGbZ9u2Z%2BbbnHG2vOeatUYzs9ebS9no7bcu/Vq2iu9bHA5V1SU/rFXXm0vBPR229jv1atorvWx1X/CdftlFPM/4UR4IVfVvHs2P0s6d/wAJf%2B2m/wB34J%2BAl/3vG9yf5WdZGfh//aP2gx6Ufh2PFxI%2BSM6Zv/szGcY8vyfP4/uef/tV6V8HFvl%2BGOjLfiYH7J%2B4FxnzBBuPkht3OfL2Zzz6810YTGPE1nT7K%2Bjv1tfb4X9l9bPsdGFo18TVcHiau3SUO%2B/8LZ/ZfWz7HGf8JJ%2B22/3PhR8OY/8Af8YXh/lZ0f2x%2B3JJ9zwF8LY/%2BunifUT/ACs61pfij8b1lZIf2YtSZQxCufFOnDcPX/W03/hZ/wAeD939mK6H%2B/4usR/JjVf2hhv%2Bnn/gE/8A5Afs6XXE4j7n/wDKDL%2B2ft0v/wAy58Jo/wDuNam//tsKN/7dL/8ALr8Jo/8Atvqb/wDsorU/4WT%2B0A33f2acf7/jK0H8lNH/AAsP9olvufs4WY/66eOIR/KE0vr%2BH7VP/AJ//Ih7Kj/z/wAT/wCTf/KUcx4o%2B3/8N%2BfCj%2B1fJ%2B1f8KT8dfafs%2BfL8z%2B1fB%2B7bnnbnOM84r2yvFfFklzN%2B3/8Kpr22EMz/BTx0ZYVk3iNjqvg/K7sDODxnHNe1V6ad0fSR%2BFBRRRTGFFFFABRRVPxDBr9zoF9beFNTs7LVJLOVdNvNQsXureC4KERySwpLE0qK2CyLJGWAIDoTuABV8dePvAvwv8ACV94%2B%2BJnjTSfDuhaZEJNS1rXdRitLS0QsFDSzSsqRjcQMsQMkDvTPh/8Rvh78WPCVp4/%2BFnjvRvEuhX4Y2Ot%2BH9UivbS5CsUYxzQsyPhlZTgnBBHUV4x8QvFv7Wf7PPw28Q/GT43634b%2BLGkaDpf2i08B/Cn4G6rFrmp3wljFssG7Wb/ADiUqSfIOwAyF0WNjWV%2Bx1YX1t%2BztrM73niG08c/E/xTrWp61cz/AA61zRrXTdcurZpikUV/ZwzQWcMcUUSXcyItxJHuz503l0Ae3fDn42/Bj4w3Gr2nwj%2BLvhjxTL4fvzY6/F4c1%2B2vm026BIMFwIXYwyAq3yPhuDxxXm37XMeiy/F/9nSPxAlq1qfjPe%2BYt4FMZP8AwhfijGd3HXFeQf8ABOLwj4pXx74Rv4vgr4o8E2XgT9nHw/4H8WW/iPwxc6YtxrdtOzfZbdp40F9HaBLk/aoDJbt9vBjlfc%2B3r/23PAP7Ufiz4/fAy5%2BGPxG8C2ehw/E%2B4e3tNe%2BGF9qslhP/AMIl4iV7i5mi1e2SWFgxjWMRxFZJoiZG2%2BW%2BGKhVnhpxpqLk07KV3G/95LW3e2thx5eZc2x7xJ4I%2BC2pcv4S8MTk9/sNux/PFQv8D/gvfgsvw90cj1ht1X/0HFeZy/A/9tib/WfHT4Dn3/4Z61PP/qT1PpHwl/bu0DzP7F/aL%2BCVr52PNEPwD1Zd2M4zjxR7n86%2BSoZDXr4lLMMBgpU9buEJc22llOjZ673ktDWpDBOPuXv5qP6HV6j8I/hPZeIItAsvBVvG0kKybv7cntiQWK4RVb5jwT2p%2Bt/CvwDob%2BVp9troZIWmmFr4lu18qJerfNKc98AdcGuV1T4Zf8FAtXtGs7n9qH4NhWKncnwH1XcNrBhgnxQe4qO/%2BFP/AAUA1CSeWT9qb4PKbiya2fZ8CdV4U55GfFB5GT7c9K87FcGqMcSsNh6N5STptQhHkjaV4WSirqSh7zb5lOWkXEqCwXu80dt/PbX89PJdzrf%2BEA0FdQSzs/GnjaOJpFi%2B0x%2BJZTGsjLuC4ZienfGAeOtSaV4FTVJ/JsPir44gDR%2BZbyTalCyzJnG5d0bHGexweRxXjf7P%2Bk/8FDvjL8A/BXxb1v47/CPw/deLPDel%2BILzw/P8DdXd9NnubOKVrVmbxKjN5bOVJKqSV6L0HZWHwn/b/wBPe1eL9qX4PMbO1MEW/wCBGq8qduSceJxz8o/wrPDcKY9YuLrUqap3TajKa0bacVasnaMbSi/icm4vQc44HkfKnf5/f89ux6F/wrDxdD/x5/G3xGvp50VpJ/OGj/hAvihHxD8c74jsJtCs2/kgrz7Vvhh/wUT1No2t/wBr/wCE1lsByLT4Ealh8467/EzdPbHWoI/hN/wUej/5vW%2BFp/3vgHeH/wB2KvVrZNSpYiUKWDrOK2lHFSin/wBuyr8yttr%2BRjGjRcbudn2tL9ND0j/hDfjEn%2Br%2BNMDf9dvDER/9BkWj/hHPjhD/AKv4naLN/wBdfDbL/wCgz14v4Zuf%2BCkt18cvEnwZvf2g/hI9noXhLRNZt/EVx8CtV23kt/darBJahV8SKoMI06JyQxJ%2B1rkLgFu0/wCEH/4KF/8AR0HwZ/8ADD6t/wDNRXo0uHsLKmpOdeDfT6xVdvK/NJP5aGbhFOyf5naf2f8AH6L7nifwnL/110i4X%2BU1PgT4%2BJOn2q58ISR7x5nlwXSNtzzjLHnFcR/wg/8AwUL/AOjoPgz/AOGH1b/5qKP%2BEH/4KF/9HQfBn/ww%2Brf/ADUVqsghF3jisR/4Ob/ODFy%2BbPWtfTWpNEuo/DkkKXzQsLV7hiEVyOCSFbp16H6VyPw902%2B0O017R9d0I2Ec145ha3llufMUW0Yd9xiXd67jyzFhjK8%2BS/GzUv8Ago/8KPBtl4o0f45/B7W5brxd4f0Z7OH4F6whji1HWLPT5bnK%2BJmOII7p5yMAEQkFkBLDrv8AhB/%2BChf/AEdB8Gf/AAw%2Brf8AzUV04vKoYrH0sXztSgpK2ji1JNO6tdPXdSV7JPRA43dzYt4povDsulQLc3%2Bh6fdacz3U%2BkmCWRFkPmxtGEUyKgWJydvIZhziq80OjQKmp%2BINJdtDuTqx063ktGI3ySRGPCYyrOBKU4GATjGaz/8AhB/%2BChf/AEdB8Gf/AAw%2Brf8AzUUf8IP/AMFC/wDo6D4M/wDhh9W/%2BaivBlwhGUYr2qfKkknBNaXtGzk26ai7cjb1Sk5OxPIeqeHI9WsfCNlFqERlvotPjEyM%2BC8oQZGfr3rn/wDhN/iyv3vghIf9zxFbH%2BeK4v8A4Qf/AIKF/wDR0HwZ/wDDD6t/81Fcj8E9S/4KP/Ffwbe%2BKNY%2BOfwe0SW18XeINGSzm%2BBesOZItO1i80%2BK5y3iZTieO1ScDBAEwAZwAx96vluIqUqdOjip0lBJe6qb5rJK8ueEtdOlt3cpp9z2L/hPPimPvfAu9P8Au69Zn%2Bbij/hYXxIX/WfAvVR/u6vZH/2rXF/8IP8A8FC/%2BjoPgz/4YfVv/moo/wCEH/4KF/8AR0HwZ/8ADD6t/wDNRXL/AGRma2zGr/4BQ/8AlaDlff8AI7T/AIWP48H3/gdrf/Ab%2BzP/ALVo/wCFmeMx9/4I%2BIPwuLQ/%2B1q4v/hB/wDgoX/0dB8Gf/DD6t/81Fcjo2pf8FH9U%2BPHiT4PTfHP4PQ2WheEdE1m314/AvWCl5Lf3WqwSWwX/hJgAYV06JyQxJF2uVXALn9lZv0zGf8A4Lof/IoOWXf8j2L/AIWh4rH3vgn4k/B7U/8Ataj/AIWn4lH3vgp4n/AWp/8Aa1cX/wAIP/wUL/6Og%2BDP/hh9W/8Amoo/4Qf/AIKF/wDR0HwZ/wDDD6t/81FH9l5z/wBDCX/gqh/kFpdztP8AhaviLv8ABXxT/wB8Wv8A8eo/4Wr4g/6It4q/792v/wAfri/%2BEH/4KF/9HQfBn/ww%2Brf/ADUVyPxs1L/go/8ACjwbZeKNH%2BOfwe1uW68XeH9Gezh%2BBesIY4tR1iz0%2BW5yviZjiCO6ecjABEJBZASwP7Mzr/oYS/8ABNALS7nsX/C1fEH/AERbxV/37tf/AI/R/wALU8Rnp8FfFP4pa/8Ax6uL/wCEH/4KF/8AR0HwZ/8ADD6t/wDNRR/wg/8AwUL/AOjoPgz/AOGH1b/5qKP7Mzr/AKGEv/BND/ILS7naf8LR8Tn7vwU8TfibUf8Ataj/AIWd4tP3fgl4j/GW0H/tauL/AOEH/wCChf8A0dB8Gf8Aww%2Brf/NRR/wg/wDwUL/6Og%2BDP/hh9W/%2Baij%2By85/6GE//BVD/ILS7naf8LK8bn7nwQ178bu0H/taj/hYvxBb7nwN1j/gWp2Y/wDateO/BPUv%2BCj/AMV/Bt74o1j45/B7RJbXxd4g0ZLOb4F6w5ki07WLzT4rnLeJlOJ47VJwMEATABnADHrv%2BEH/AOChf/R0HwZ/8MPq3/zUUf2Tmz3zGp/4Lof/ACDDll3/ACO0/wCE/wDia3%2Br%2BBWpf8C1uyH/ALUo/wCE6%2BKp%2B78Dbkf7/iC0H8mNcX/wg/8AwUL/AOjoPgz/AOGH1b/5qKP%2BEH/4KF/9HQfBn/ww%2Brf/ADUUf2RmfXMav/gFD/5UHK%2B/5DPF8k0v/BQL4Vy3EHlSN8FvHZeIsG2H%2B1fCGRkcHHTNe0181eGfCH7Tul/8FAPAWs/HL4i%2BEPE1gnwd8aQ2c/hD4d3uipaTPqvhVtsz3Gq3yyF1jJRR5ZHlSH5/4fpWveSaSTdygooopgFFFFABRRRQAUUUUAeY/Eb9rj4V/CzxfdeB/E3hT4nXV7ZrGZZ/DnwT8U6xZtvRXGy7sNNmt5eGAISRtrZVsMpA890Txz8W7P8Abp0n4ceD/j94g8Z6LqGiahrfj7wprHh3Trez8GafMB/ZKxSwWkN3Fcyyh41gupZnkiiuZCsflrn6Qryv4d/sY/Ab4U/FjxD8avAVt4usdd8V61dav4iQ/EvXprC%2BvbiNYpJ30%2BW9a03CNERMRARLFGsYQRoAAeJ/ta/tF/H/AMGfFn4jeJfh78U59E0L4M%2BHfCOqSeEYtIsZovFbalqN0t5HdSzwPPGptrdIrf7NJCVnMjyGZQIh9gV5Z4t/Yt/Zz8eeLvD3jrxj4P1PUdV8NWWm2lpc3Pi7VGF9Fp9wbmxGop9p2asYLgtPG16J2SZ3kUh3Zj6nQBzPxW%2BLXhb4M%2BG4/Ffi/SvE15ay3i2yxeFPBWqa9ch2VmBNvpltcTKmEOZCgQEqCwLKD4D%2B1V%2B0j4t8T/ArT/jN%2Bzh8SfH3gk%2BHfiT4YsNZsfEHwsuNJbWra%2B1vT7Ka2ePX9NWUwmG5k/e2wVg2MSqVIr6krz79oz9mD4RftWeD7XwF8aLbxFcaVZ6nBqEVt4f8c6voZa4gkWWF5H0y6t3l8uVEkRXLKrojgBlBABlftrv%2B0RH%2BztqR/ZX/ALZ/4TI67oQh/wCEcXSjqH9nHWLMan9m/tcfYvO/s83mwz/IGweuKsfsifEu0%2BJ3wYiu28WeMNX1TR9Y1DSPEUnxAsNOttZtdQt7mRJra6TTIorPdHwqvbqY3jEbh5N3mNseIP2f/AXifwlL4K1TWvGa2c2m6fYtNZfEjW7W7WOzZmhdLqG8WdJmLnzZ1kEtwAomeUKoF/4RfB34dfAnwVF8PvhfoL2Gmx3dxdyfaL%2Be8uLm5nlaae4nubl5JrmaSR2d5ZXd2JyWNAHT15JoP7XPwy%2BJetr8OvCOifFbS9V1MSW9jqerfAfxTYWttLsbEj3N9pkdrGFIyDK4QkAc5APrdRX1nDqNlNp9w8qxzxNG7QTvE4DDBKuhDIeeGUgg8gg0AeK/sBeMvij4v%2BDOu2/xf%2BJ9/wCMtX8P/FDxZoCeItU06ytbi6tbDWru1tzJHYwQQBhFEikpGucZOSST5d%2Bzj%2B0X8f8AxP8AGjwJ4u8afFOfVvDvxY8ReOtLj8DyaRYxW/hldHvp0sZLeaKBbl28i0eO5%2B0SzBprhWjECr5be2fBL9jP4Gfs76Hqfhz4VN42trTWPEKa5qCar8VPEOqNJfrdNdPKHvr6ZkE0zs86KQlzuKzLIpIq54C/ZI/Z/wDhl8W9S%2BOHgvwTPa%2BItTa/aSWXXr6e1tWvrhLm%2Be0s5ZmtrJrmeNJp2t4ozPIoeQu3NAHpFeffFr9pj4c/BbX7fw34x8N/EG8uLmzFzHJ4S%2BEviLX7cIXZMPPpdhcRRvlD%2B7Zg4BViuGUn0GigD4t8RftbfGvxF8T/ABJ8a/A/xJ1nTPBvgz44eBPh7F8N9W8Hx2P9s2uvR6B9o1C6W%2BtE1K2uYm8RI0cYeFFGmsHifzGI7X9vzx3%2B0b8MvHnhH4geDfEPxM0j4TaH4M8Taj8UdW%2BF2meGbu8srmGbSHsZp4tbhllktktRrLMljG87FU%2BRjsFeq%2BI/2SPgB4s%2BNdp%2B0Jr3gmebxRZzW06ypr19HZT3FukiW1zPYJMLS5uIVldY55YnljG3Y67VxB8U/wBj/wCCPxq0aDw38TI/F2paZFHdRXOlD4k67Ba6jDcymSa3vYYb1Y7%2BAlmQQ3KyxrGTEqiM7KAPSNK1TT9b0y21rSbtLi0vIEntp4zlZI3UMrD2IIP41PTIIILWBLW1hSOKNAsccagKqgYAAHQAdqfQB8f6r%2B0X8f4P2ib/AMdwfFOdPCemftC6f8M/%2BFbjSLE209jcaTbSNftcGD7YLwXd154xMIPs0QQwl2M1Hxm/aL%2BP%2Bh/HPxl438NfFOfT/DPw3%2BMXgDwI/gBNIsZLXX4dem0aO7vZ55IGu1mQa6nkCCaKPfYEOsgkbb7hr/7Gv7O/iX4wT/HjVPBuoL4muZDPLdWfinUra3%2B2fYW08X4tIbhbdb5bNjbreiMXKRBUWUBVAfr37Hn7PXif4taZ8b9e8GXlz4i0oWRhnfxJqAtrqWz3/ZLi7tBOLa9uIDI5inuI5JYyQVcFQQAem0UUUAeJftbeMvicPHfwp%2BBXwx%2BJl/4Kk%2BIPi2%2BtdW8V6RYWVze2tpZ6Re3xitlvoJ7cSySwQgtJDIBEs21QxV081ufi7%2B2R8bP%2BCf8A4A%2BIvwbn16fx1d%2BJLK08YXvgG10OO%2BvbC1v5bXUbqzTXM2ERmSBpVWQ4USAKSQDX0N8avgN8Mf2gvD1j4a%2BJ2lahNHpeqJqWk32ja/e6Vf6fdrHJEJ7a8sZobi3cxTTRMY5FLRzSI2VdlOPJ%2ByZ8Fo/htafCHQrXxNoPh7T4rKLTNP8ACvj/AFnSDYxWkAt4YreSyu4pII/LGHSNlWU5aQOxLUAWP2WPiXo3xb%2BBWi%2BMtF8WeI9a2y3mnaje%2BL7C1tdVS/sryayvLe7is4ordJ4bq3ngcQoI90R2lhhj6DXP/C34WeAfgr4C0/4ZfDHw8ml6JpiyC0tFmklYtJI0ssskkrNJNLJK7ySSyMzyO7OzMzEnoKAKPibTdV1nw3qGkaF4im0i%2BurGWGz1a3gjlkspWQqk6pKrRuyMQwV1KkrggjIr51/Z9/aD%2BKvhv/gnb4u%2BO/xK8VXXjrxL4Fn8fr/aWpWVrbT6smia1q9taiWOyhhhV2hsoUYxRoCcnGSa%2Bjtd0a08RaJeeH9Qmuo4L61kt55LC/ltZ1R1KkxzQskkLgE4kjZXU4KkEA15r8Dv2MvgN%2BztoEvhT4YWfixdKn1C/vbjTPEPxJ13Wreae9Z3umePUb2dXEskssrKQVMkjyY3szEA4H9jj4hfHK2%2BMms/BD4y/Gm4%2BIO74VeFfGdtrl3o9jZvZ3OpT6pb3VpGtlBChtN1hHJB5geYB5VeWXCkfSVeefAL9lX4GfsxWt/a/BnwpeWH9pQ2tvczal4hv9TmFrao6WtpHLfTzPDawLJIIraMrDF5j7EXe2fQ6ACvCLjxR8XvDf8AwUi0j4e3Xxi1K/8ABXiv4R69rMXgy40qwS20u90/UNBto5oZ47dbp2db%2B6LrLM6fOu1F2An3evLPF37G3wO8b/Hq2/aX10%2BNF8YWWlTaZZ3mnfFLxBZ2sFnMIhNAljb3yWipIYIHcCL5pIY5Dl0VgAeW/GL4nfH34WftqRa/8SvFnxJ0X4L3cnhfSPD154a03wzPob61fXs9pJb6mbiGTV41mnn02FZLfbEhlyzxjcw%2Bpa808Sfsj/BHxl470j4h%2BL7HxLqt5odzY3WnWGpePtZn0tbqzKta3T6c92bOa4jdEkWeSFpRJGkm7eqsPS6ACuT%2BONpdXHwv1W4h%2BN138OYLKD7ZqPjKxisGk020hPmzyZ1CGe2RfLVgzyxuFUk4BAI6yuL/AGgf2ffhT%2B1F8Lb74L/GvRL7UvDmpXFtNe2Nhr17pryvBOk8WZrKaKUKJI0YqH2ttwwIyKAPn%2Bx/aO/aL8P/APBNrUPjZq%2Bv3MviXUdefTfBPinxHoENtdy6Tfa8un6TrN7ZRxxRJN9juLe7eLy4lbA3RQlmiT0r9kTxr8S7vxX8WPgp8TfiNfeMpvhv48ttL0vxXqtjZ297fWl1ommamqXS2MEFv50cl7LHmKGMGJYSV3FmbpYv2Vvg2/w71L4T69beJfEHh/WNHuNL1PT/ABb491jWftNtOxaQM99dzOXyfll3eYgAVGUAAa/wY%2BBfw0%2BAHhq68K/DLSr6GHUNTk1HVLzV9dvNUvtQu3REae5vL6aa4uZPLiijDSyMVSKNBhUVQAddRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAH/9k%3D\">"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# bigger learning rate then?\n",
    "# x is changed faster, but y changes are too big, leads to oscillation\n",
    "plot_gd(x_scale=0.2, lr=1.8, steps=25)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
